100 advanced relationship-grammar labs

Each lab begins from the logical relationship. Cover the target phrase, retrieve it, then identify the complement type and attachment. The advanced goal is to store the phrase as a grammatical construction rather than as a decorative academic expression.

Lab 1: according to

Relationship cue: as stated or reported by a source. Target: according to. Model: “According to the review, the effect weakened after week two.”

Construction boundary: Attributes information; does not independently verify it. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 2: with reference to

Relationship cue: concerning a specific earlier matter. Target: with reference to. Model: “With reference to the earlier claim, the new evidence is less convincing.”

Construction boundary: Formal reference frame; often replaceable by regarding. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 3: in relation to

Relationship cue: with respect to a relationship or comparison. Target: in relation to. Model: “The variables were analysed in relation to prior attainment.”

Construction boundary: Useful for analytical relationships. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 4: with respect to

Relationship cue: concerning a particular dimension. Target: with respect to. Model: “The groups differed with respect to baseline vocabulary.”

Construction boundary: Names a comparison dimension. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 5: regarding

Relationship cue: concerning. Target: regarding. Model: “The report raises concerns regarding sampling bias.”

Construction boundary: Compact formal topic marker. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 6: concerning

Relationship cue: about or relating to. Target: concerning. Model: “New evidence concerning the timeline was introduced.”

Construction boundary: Formal but often replaceable by about. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 7: on the subject of

Relationship cue: about a topic. Target: on the subject of. Model: “The article is useful on the subject of retrieval practice.”

Construction boundary: Can be wordy; use when the topic frame matters. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 8: in connection with

Relationship cue: related to an event or matter. Target: in connection with. Model: “The files were collected in connection with the investigation.”

Construction boundary: Often institutional/legal in tone. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 9: in association with

Relationship cue: together with or related to. Target: in association with. Model: “Higher attendance occurred in association with stronger outcomes.”

Construction boundary: Association does not prove causation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 10: by reference to

Relationship cue: using something as a point of reference. Target: by reference to. Model: “The categories were defined by reference to the rubric.”

Construction boundary: Advanced formal frame for criteria/reference. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 11: because of

Relationship cue: for the reason of. Target: because of. Model: “The test was delayed because of a network failure.”

Construction boundary: Takes a noun phrase, unlike because + clause. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 12: due to

Relationship cue: caused by or attributable to. Target: due to. Model: “The delay was due to equipment failure.”

Construction boundary: Attach clearly to the cause. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 13: owing to

Relationship cue: because of. Target: owing to. Model: “Owing to limited time, the final task was shortened.”

Construction boundary: Formal cause frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 14: as a result of

Relationship cue: because of an earlier cause. Target: as a result of. Model: “Scores improved as a result of repeated retrieval.”

Construction boundary: Makes a causal claim; evidence must justify it. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 15: as a consequence of

Relationship cue: because of a consequential chain. Target: as a consequence of. Model: “Access changed as a consequence of the new rule.”

Construction boundary: Formal causal frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 16: on account of

Relationship cue: because of. Target: on account of. Model: “The event was postponed on account of severe weather.”

Construction boundary: Neutral/formal cause phrase. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 17: by virtue of

Relationship cue: because of a quality, status or condition. Target: by virtue of. Model: “The sample is valuable by virtue of its long follow-up period.”

Construction boundary: Advanced formal cause/qualification frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 18: arising from

Relationship cue: originating in. Target: arising from. Model: “The error arose from an incorrect assumption.”

Construction boundary: Useful for source/origin. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 19: stemming from

Relationship cue: originating from an underlying source. Target: stemming from. Model: “The disagreement stemmed from different definitions of success.”

Construction boundary: Common in analytical explanation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 20: attributable to

Relationship cue: able to be explained by. Target: attributable to. Model: “The difference was partly attributable to prior knowledge.”

Construction boundary: Strong attribution phrase; avoid when evidence is merely correlational. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 21: despite

Relationship cue: without being prevented by. Target: despite. Model: “Despite limited evidence, the pattern was consistent.”

Construction boundary: Takes noun phrase or -ing form. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 22: in spite of

Relationship cue: despite. Target: in spite of. Model: “In spite of the delay, the team completed the task.”

Construction boundary: Longer equivalent to despite. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 23: contrary to

Relationship cue: opposite to an expectation or statement. Target: contrary to. Model: “Contrary to expectations, the second group improved more.”

Construction boundary: Useful for evidence versus expectation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 24: in contrast to

Relationship cue: showing a difference from. Target: in contrast to. Model: “In contrast to the first method, the second required less time.”

Construction boundary: Explicit comparison frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 25: as opposed to

Relationship cue: rather than; contrasted with. Target: as opposed to. Model: “The study measured delayed recall as opposed to immediate confidence.”

Construction boundary: Useful for conceptual distinction. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 26: rather than

Relationship cue: in preference to or instead of. Target: rather than. Model: “The essay evaluates evidence rather than merely summarising it.”

Construction boundary: Alternative frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 27: instead of

Relationship cue: as a replacement for. Target: instead of. Model: “Use retrieval practice instead of repeated rereading.”

Construction boundary: Replacement relation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 28: apart from

Relationship cue: except for or in addition to, depending on context. Target: apart from. Model: “Apart from one outlier, the pattern was stable.”

Construction boundary: Context decides exclusion versus addition. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 29: except for

Relationship cue: excluding. Target: except for. Model: “Except for one missing value, the dataset was complete.”

Construction boundary: Clear exception frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 30: regardless of

Relationship cue: without being affected by. Target: regardless of. Model: “The rule applies regardless of prior experience.”

Construction boundary: Strong generalising frame; use cautiously. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 31: in addition to

Relationship cue: as well as. Target: in addition to. Model: “In addition to cost, the review considered reliability.”

Construction boundary: Adds another factor. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 32: along with

Relationship cue: together with. Target: along with. Model: “Accuracy improved along with retrieval speed.”

Construction boundary: Co-occurrence does not prove cause. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 33: together with

Relationship cue: in combination with. Target: together with. Model: “The report, together with its appendix, was submitted.”

Construction boundary: Verb agreement follows the main subject. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 34: as well as

Relationship cue: in addition to. Target: as well as. Model: “The task assesses writing as well as reading.”

Construction boundary: Not identical to and in every grammatical context. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 35: including

Relationship cue: containing as part of a larger set. Target: including. Model: “Several factors, including sleep and stress, were considered.”

Construction boundary: Introduces members of a set. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 36: excluding

Relationship cue: leaving out. Target: excluding. Model: “The average was calculated excluding the missing cases.”

Construction boundary: Attachment must make excluded material clear. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 37: besides

Relationship cue: in addition to. Target: besides. Model: “Besides cost, implementation time matters.”

Construction boundary: Do not confuse with beside. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 38: among

Relationship cue: within a group or distributed through. Target: among. Model: “The pattern was common among novice learners.”

Construction boundary: Useful for group distribution. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 39: between

Relationship cue: linking distinct entities or endpoints. Target: between. Model: “The difference between the two groups was substantial.”

Construction boundary: Can relate more than two distinct entities where relationships are separate. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 40: within

Relationship cue: inside a limit, group or period. Target: within. Model: “Variation within the group remained small.”

Construction boundary: Useful for internal scope. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 41: in terms of

Relationship cue: with respect to a particular dimension. Target: in terms of. Model: “The methods differ in terms of cost and speed.”

Construction boundary: Useful but often overused. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 42: on the basis of

Relationship cue: using something as the foundation for judgement. Target: on the basis of. Model: “The decision was made on the basis of three criteria.”

Construction boundary: Formal criterion frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 43: within the context of

Relationship cue: inside a particular situation or framework. Target: within the context of. Model: “Interpret the result within the context of the study design.”

Construction boundary: Can often be shortened to in this context. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 44: from the perspective of

Relationship cue: viewed from a particular standpoint. Target: from the perspective of. Model: “From the perspective of students, access improved.”

Construction boundary: Makes viewpoint explicit. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 45: in the case of

Relationship cue: when considering one case. Target: in the case of. Model: “In the case of rural schools, transport remained a barrier.”

Construction boundary: Narrows scope. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 46: in light of

Relationship cue: considering new information. Target: in light of. Model: “In light of the new evidence, the conclusion was revised.”

Construction boundary: Reasoning from evidence. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 47: under

Relationship cue: subject to specified conditions or authority. Target: under. Model: “Under these conditions, the model remains stable.”

Construction boundary: Highly productive academic preposition. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 48: within the limits of

Relationship cue: not exceeding a boundary. Target: within the limits of. Model: “The conclusion is valid within the limits of the dataset.”

Construction boundary: Explicit scope limitation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 49: subject to

Relationship cue: conditional on or governed by. Target: subject to. Model: “Approval is subject to final verification.”

Construction boundary: Formal condition frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 50: in line with

Relationship cue: consistent with. Target: in line with. Model: “The findings are in line with earlier research.”

Construction boundary: Consistency, not identity. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 51: prior to

Relationship cue: before. Target: prior to. Model: “Prior to testing, participants received instructions.”

Construction boundary: Formal; before is often simpler. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 52: following

Relationship cue: after. Target: following. Model: “Following the pilot, the team revised the procedure.”

Construction boundary: Formal time frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 53: subsequent to

Relationship cue: after. Target: subsequent to. Model: “Subsequent to the review, the policy was amended.”

Construction boundary: Very formal; after may be clearer. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 54: before

Relationship cue: earlier than. Target: before. Model: “Check the evidence before writing the conclusion.”

Construction boundary: Can introduce noun phrase or clause. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 55: after

Relationship cue: later than. Target: after. Model: “Performance was measured after one week.”

Construction boundary: Sequence alone does not prove causation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 56: during

Relationship cue: within a period or event. Target: during. Model: “Attention declined during the final task.”

Construction boundary: Takes noun phrase; compare while + clause. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 57: throughout

Relationship cue: during the whole of. Target: throughout. Model: “The pattern remained stable throughout the term.”

Construction boundary: Whole-period claim. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 58: over

Relationship cue: across a period of time. Target: over. Model: “Vocabulary grew over twelve weeks.”

Construction boundary: Common change-over-time frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 59: since

Relationship cue: from a past point until now; also causal in another use. Target: since. Model: “Performance has improved since week one.”

Construction boundary: Distinguish time since from causal since. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 60: until

Relationship cue: up to an endpoint. Target: until. Model: “The result remained stable until week six.”

Construction boundary: Marks continuation to an endpoint. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 61: by

Relationship cue: through the action or method of. Target: by. Model: “The result was verified by an independent reviewer.”

Construction boundary: Agent, method, amount or deadline depending on context. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 62: via

Relationship cue: by way of or using. Target: via. Model: “The files were submitted via the online portal.”

Construction boundary: Concise route/method marker. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 63: with

Relationship cue: using an instrument or accompanied by. Target: with. Model: “The values were measured with a calibrated sensor.”

Construction boundary: Instrument/accompaniment. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 64: without

Relationship cue: in the absence of. Target: without. Model: “The conclusion was reached without sufficient evidence.”

Construction boundary: Absence frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 65: through

Relationship cue: by means of a process or pathway. Target: through. Model: “Vocabulary improves through repeated meaningful use.”

Construction boundary: Method/pathway. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 66: by means of

Relationship cue: using a particular method. Target: by means of. Model: “The signal was transmitted by means of fibre.”

Construction boundary: Formal; often replaceable by through. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 67: with the aid of

Relationship cue: using help from. Target: with the aid of. Model: “The pattern was identified with the aid of visualisation software.”

Construction boundary: Support/instrument frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 68: on behalf of

Relationship cue: representing a person or group. Target: on behalf of. Model: “The chair spoke on behalf of the committee.”

Construction boundary: Representation relation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 69: in collaboration with

Relationship cue: working jointly with. Target: in collaboration with. Model: “The framework was developed in collaboration with teachers.”

Construction boundary: Partnership frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 70: under the authority of

Relationship cue: subject to official power. Target: under the authority of. Model: “The review was conducted under the authority of the board.”

Construction boundary: Institutional authority frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 71: at

Relationship cue: at a point, level or rate. Target: at. Model: “The system operated at 80% capacity.”

Construction boundary: Common with levels and rates. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 72: per

Relationship cue: for each unit. Target: per. Model: “The device processed 500 requests per minute.”

Construction boundary: Rate frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 73: out of

Relationship cue: from a total. Target: out of. Model: “Eighteen out of twenty students completed the task.”

Construction boundary: Part-to-whole frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 74: in proportion to

Relationship cue: according to a ratio. Target: in proportion to. Model: “Costs rose in proportion to participant numbers.”

Construction boundary: Requires proportional relation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 75: relative to

Relationship cue: in comparison with a reference point. Target: relative to. Model: “Performance improved relative to baseline.”

Construction boundary: Makes baseline explicit. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 76: compared with

Relationship cue: when compared against. Target: compared with. Model: “Costs were lower compared with the earlier model.”

Construction boundary: Analytical comparison. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 77: compared to

Relationship cue: in comparison with or likened to. Target: compared to. Model: “Compared to the earlier version, the update is more stable.”

Construction boundary: Usage overlaps with compared with. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 78: between … and …

Relationship cue: from one endpoint or category to another. Target: between … and …. Model: “Scores ranged between 60 and 85.”

Construction boundary: Paired relation frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 79: from … to …

Relationship cue: marking starting and ending values. Target: from … to …. Model: “Accuracy rose from 72% to 88%.”

Construction boundary: Endpoint frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 80: by …

Relationship cue: marking amount of change. Target: by …. Model: “Response time fell by 20%.”

Construction boundary: By gives change amount, not final value. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 81: in support of

Relationship cue: supporting a position or claim. Target: in support of. Model: “The data were cited in support of the recommendation.”

Construction boundary: Evidence-to-claim relation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 82: in favour of

Relationship cue: supporting or preferring. Target: in favour of. Model: “The committee voted in favour of the revised plan.”

Construction boundary: Formal stance phrase. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 83: in opposition to

Relationship cue: against. Target: in opposition to. Model: “Several groups spoke in opposition to the proposal.”

Construction boundary: Formal opposition frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 84: in response to

Relationship cue: as a reaction to. Target: in response to. Model: “The procedure changed in response to repeated errors.”

Construction boundary: Reaction relation; not always strict causation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 85: in exchange for

Relationship cue: as a return for something. Target: in exchange for. Model: “Participants received feedback in exchange for completing the survey.”

Construction boundary: Reciprocal exchange. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 86: in place of

Relationship cue: as a substitute for. Target: in place of. Model: “A digital form was used in place of the paper version.”

Construction boundary: Replacement. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 87: in preference to

Relationship cue: preferred over. Target: in preference to. Model: “The simpler method was selected in preference to the costly design.”

Construction boundary: Formal preference. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 88: in keeping with

Relationship cue: consistent with. Target: in keeping with. Model: “The decision was in keeping with existing policy.”

Construction boundary: Consistency frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 89: in compliance with

Relationship cue: following a rule or requirement. Target: in compliance with. Model: “The files were stored in compliance with the regulation.”

Construction boundary: Formal compliance relation. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 90: pursuant to

Relationship cue: in accordance with or following formal authority. Target: pursuant to. Model: “Pursuant to the agreement, the review began in June.”

Construction boundary: Highly formal/legal; avoid in ordinary essays unless register fits. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 91: with a view to

Relationship cue: with the intention of achieving. Target: with a view to. Model: “The programme was revised with a view to improving access.”

Construction boundary: Purpose frame; formal. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 92: for the purpose of

Relationship cue: in order to. Target: for the purpose of. Model: “The data were collected for the purpose of evaluating reliability.”

Construction boundary: Often wordier than to + verb. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 93: in the absence of

Relationship cue: when something is not present. Target: in the absence of. Model: “In the absence of direct evidence, the conclusion should remain cautious.”

Construction boundary: Advanced condition/absence frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 94: in the presence of

Relationship cue: when something is present. Target: in the presence of. Model: “The pattern changed in the presence of additional support.”

Construction boundary: Contrast with absence. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 95: under conditions of

Relationship cue: when specified conditions apply. Target: under conditions of. Model: “Performance was tested under conditions of high cognitive load.”

Construction boundary: Formal experimental frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 96: as distinct from

Relationship cue: clearly separated from. Target: as distinct from. Model: “Validity should be assessed as distinct from reliability.”

Construction boundary: Conceptual distinction. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 97: in conjunction with

Relationship cue: together with, often functionally linked. Target: in conjunction with. Model: “The software was used in conjunction with manual review.”

Construction boundary: Formal combination frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 98: in combination with

Relationship cue: together with. Target: in combination with. Model: “Retrieval practice was used in combination with spaced review.”

Construction boundary: Combination frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 99: on the grounds of

Relationship cue: for the stated reason of. Target: on the grounds of. Model: “The claim was rejected on the grounds of insufficient evidence.”

Construction boundary: Formal justification/reason frame. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Lab 100: for the sake of

Relationship cue: for the purpose or benefit of. Target: for the sake of. Model: “For the sake of clarity, the categories were renamed.”

Construction boundary: Use for purpose/benefit; can sound rhetorical if overused. Replace the complement with a different noun phrase, clause-equivalent or quantity while preserving the same relationship.

Attachment test: move the phrase to another possible position. If the sentence becomes ambiguous about what the phrase modifies, rewrite the clause so there is only one plausible attachment.

Advanced fixed-pattern and complement repair clinic

1. Wrong: “According to the report proves the model.” Correct: “According to the report, the model performed well.” Why: According to frames attribution; the main clause still needs its own subject and verb.

2. Wrong: “In accordance to the policy, the files were encrypted.” Correct: “In accordance with the policy, the files were encrypted.” Why: The fixed phrase is in accordance with.

3. Wrong: “With reference the earlier claim, the evidence is weak.” Correct: “With reference to the earlier claim, the evidence is weak.” Why: The phrase requires to.

4. Wrong: “In relation prior attainment, scores differed.” Correct: “In relation to prior attainment, scores differed.” Why: The fixed phrase requires to.

5. Wrong: “With respect of baseline vocabulary, the groups differed.” Correct: “With respect to baseline vocabulary, the groups differed.” Why: The fixed phrase takes to.

6. Wrong: “Regarding to the revised policy, concerns remain.” Correct: “Regarding the revised policy, concerns remain.” Why: Regarding already functions as the preposition.

7. Wrong: “Concerning about the evidence, the report is cautious.” Correct: “Concerning the evidence, the report is cautious.” Why: Concerning already means about.

8. Wrong: “In connection to the inquiry, records were requested.” Correct: “In connection with the inquiry, records were requested.” Why: The fixed phrase takes with.

9. Wrong: “In association to attendance, scores improved.” Correct: “In association with attendance, scores improved.” Why: The fixed phrase takes with.

10. Wrong: “The categories were defined by reference with the rubric.” Correct: “The categories were defined by reference to the rubric.” Why: By reference to is the fixed construction.

11. Wrong: “Because of the server failed, testing stopped.” Correct: “Because the server failed, testing stopped.” Why: Because + clause; because of + noun phrase.

12. Wrong: “Because the server failure, testing stopped.” Correct: “Because of the server failure, testing stopped.” Why: Noun phrase requires because of.

13. Wrong: “Due to the sample was small, the claim was cautious.” Correct: “Because the sample was small, the claim was cautious.” Why: Due to normally takes a noun phrase in this construction.

14. Wrong: “Owing limited time, the final task was shortened.” Correct: “Owing to limited time, the final task was shortened.” Why: Owing to is fixed.

15. Wrong: “As a result the redesign, error rates fell.” Correct: “As a result of the redesign, error rates fell.” Why: The phrase requires of.

16. Wrong: “As a consequence to the rule, access changed.” Correct: “As a consequence of the rule, access changed.” Why: The phrase takes of.

17. Wrong: “On account severe weather, the event was postponed.” Correct: “On account of severe weather, the event was postponed.” Why: The phrase requires of.

18. Wrong: “By virtue the long follow-up, the study is useful.” Correct: “By virtue of the long follow-up, the study is useful.” Why: The phrase requires of.

19. Wrong: “The disagreement stemmed of different definitions.” Correct: “The disagreement stemmed from different definitions.” Why: Stem from is the standard relation.

20. Wrong: “The difference was attributable from prior knowledge.” Correct: “The difference was attributable to prior knowledge.” Why: Attributable to is fixed.

21. Wrong: “Despite the evidence was weak, the claim remained strong.” Correct: “Although the evidence was weak, the claim remained strong.” Why: Despite takes noun phrase/-ing, not finite clause.

22. Wrong: “Despite of the delay, the task was completed.” Correct: “Despite the delay, the task was completed.” Why: Despite takes no of.

23. Wrong: “In spite the delay, the task was completed.” Correct: “In spite of the delay, the task was completed.” Why: In spite of is fixed.

24. Wrong: “Contrary with expectations, the second group improved.” Correct: “Contrary to expectations, the second group improved.” Why: Contrary to is fixed.

25. Wrong: “In contrast with the control group, performance rose.” Correct: “In contrast to the control group, performance rose.” Why: In contrast to is the standard comparison frame.

26. Wrong: “As opposed with recall, confidence was measured.” Correct: “As opposed to recall, confidence was measured.” Why: The phrase takes to.

27. Wrong: “Rather of summarising, analyse the evidence.” Correct: “Rather than summarising, analyse the evidence.” Why: Rather than is fixed.

28. Wrong: “Instead repeated rereading, use retrieval.” Correct: “Instead of repeated rereading, use retrieval.” Why: Instead of requires of.

29. Wrong: “Apart one outlier, the pattern was stable.” Correct: “Apart from one outlier, the pattern was stable.” Why: Apart from is fixed.

30. Wrong: “Except one missing value, the data were complete.” Correct: “Except for one missing value, the data were complete.” Why: Except for is natural in this frame.

31. Wrong: “Regardless to prior experience, the rule applies.” Correct: “Regardless of prior experience, the rule applies.” Why: Regardless of is fixed.

32. Wrong: “In addition cost, reliability matters.” Correct: “In addition to cost, reliability matters.” Why: The phrase requires to.

33. Wrong: “Along reliability, cost improved.” Correct: “Along with reliability, cost improved.” Why: Along with is fixed.

34. Wrong: “Together the appendix, the report was submitted.” Correct: “Together with the appendix, the report was submitted.” Why: Together with requires with.

35. Wrong: “The task assesses writing as well reading.” Correct: “The task assesses writing as well as reading.” Why: As well as is fixed.

36. Wrong: “Several factors including of sleep were considered.” Correct: “Several factors, including sleep, were considered.” Why: Including does not require of.

37. Wrong: “Variation between the group was small.” Correct: “Variation within the group was small.” Why: Within fits variation inside one group.

38. Wrong: “The difference among the two groups was large.” Correct: “The difference between the two groups was large.” Why: Between is natural for a two-group comparison.

39. Wrong: “The pattern was common between novice readers.” Correct: “The pattern was common among novice readers.” Why: Among fits distribution in a group.

40. Wrong: “The methods differ in term of cost.” Correct: “The methods differ in terms of cost.” Why: The phrase is in terms of.

41. Wrong: “The decision was made on basis of three criteria.” Correct: “The decision was made on the basis of three criteria.” Why: The fixed phrase includes the.

42. Wrong: “The result must be read within context of the design.” Correct: “The result must be read within the context of the design.” Why: The fixed phrase usually includes the.

43. Wrong: “From perspective of students, access improved.” Correct: “From the perspective of students, access improved.” Why: The phrase includes the.

44. Wrong: “In case of rural schools, transport remains a barrier.” Correct: “In the case of rural schools, transport remains a barrier.” Why: In the case of narrows to one case.

45. Wrong: “In light the new evidence, the conclusion changed.” Correct: “In light of the new evidence, the conclusion changed.” Why: The phrase requires of.

46. Wrong: “The result is valid within limits the dataset.” Correct: “The result is valid within the limits of the dataset.” Why: The phrase requires of.

47. Wrong: “Approval is subject with final verification.” Correct: “Approval is subject to final verification.” Why: Subject to is fixed.

48. Wrong: “The findings are in line to earlier research.” Correct: “The findings are in line with earlier research.” Why: In line with is fixed.

49. Wrong: “Prior the test, students read instructions.” Correct: “Prior to the test, students read instructions.” Why: Prior to is fixed.

50. Wrong: “Following to the pilot, the team revised the process.” Correct: “Following the pilot, the team revised the process.” Why: Following takes the noun phrase directly.

51. Wrong: “Subsequent the review, the policy changed.” Correct: “Subsequent to the review, the policy changed.” Why: The formal phrase is subsequent to.

52. Wrong: “During the test was running, attention fell.” Correct: “While the test was running, attention fell.” Why: During + noun phrase; while + clause.

53. Wrong: “While the final task, attention fell.” Correct: “During the final task, attention fell.” Why: A noun phrase follows during.

54. Wrong: “The result remained stable by week six.” Correct: “The result remained stable until week six.” Why: Until marks continuation to an endpoint.

55. Wrong: “Submit the draft until Friday.” Correct: “Submit the draft by Friday.” Why: By marks a deadline.

56. Wrong: “The files were checked from an independent reviewer.” Correct: “The files were checked by an independent reviewer.” Why: By marks the passive agent.

57. Wrong: “The values were measured by a calibrated sensor.” Correct: “The values were measured with a calibrated sensor.” Why: With is natural for instrument.

58. Wrong: “The files were submitted with the online portal.” Correct: “The files were submitted via the online portal.” Why: Via marks route/method.

59. Wrong: “The conclusion was reached without of evidence.” Correct: “The conclusion was reached without evidence.” Why: Without takes its complement directly.

60. Wrong: “The signal was sent by means fibre.” Correct: “The signal was sent by means of fibre.” Why: By means of is fixed.

61. Wrong: “The pattern was identified with aid of software.” Correct: “The pattern was identified with the aid of software.” Why: The phrase includes the.

62. Wrong: “The chair spoke in behalf of the committee.” Correct: “The chair spoke on behalf of the committee.” Why: On behalf of is standard.

63. Wrong: “The framework was developed in collaboration to teachers.” Correct: “The framework was developed in collaboration with teachers.” Why: The phrase takes with.

64. Wrong: “The review was conducted under authority of the board.” Correct: “The review was conducted under the authority of the board.” Why: The phrase includes the.

65. Wrong: “The system operated in 80% capacity.” Correct: “The system operated at 80% capacity.” Why: At is natural for levels/capacity.

66. Wrong: “The device processed 500 requests in minute.” Correct: “The device processed 500 requests per minute.” Why: Per expresses rate per unit.

67. Wrong: “Eighteen from twenty students completed the task.” Correct: “Eighteen out of twenty students completed the task.” Why: Out of gives part-to-whole.

68. Wrong: “Costs rose in proportion with participant numbers.” Correct: “Costs rose in proportion to participant numbers.” Why: The phrase takes to.

69. Wrong: “Performance improved relative with baseline.” Correct: “Performance improved relative to baseline.” Why: Relative to is fixed.

70. Wrong: “Accuracy rose between 72% to 88%.” Correct: “Accuracy rose from 72% to 88%.” Why: Use from…to for change endpoints.

71. Wrong: “Response time fell to 20%.” Correct: “Response time fell by 20%.” Why: By gives change amount; to gives final value.

72. Wrong: “The data were cited for support of the recommendation.” Correct: “The data were cited in support of the recommendation.” Why: In support of is fixed.

73. Wrong: “The committee voted in favour to the plan.” Correct: “The committee voted in favour of the plan.” Why: The phrase takes of.

74. Wrong: “Groups spoke in opposition with the proposal.” Correct: “Groups spoke in opposition to the proposal.” Why: The phrase takes to.

75. Wrong: “The procedure changed in response of repeated errors.” Correct: “The procedure changed in response to repeated errors.” Why: The phrase takes to.

76. Wrong: “A digital form was used on place of paper.” Correct: “A digital form was used in place of paper.” Why: In place of is fixed.

77. Wrong: “The method was chosen in preference with the costly design.” Correct: “The method was chosen in preference to the costly design.” Why: The phrase takes to.

78. Wrong: “The decision was in keeping to existing policy.” Correct: “The decision was in keeping with existing policy.” Why: The phrase takes with.

79. Wrong: “The files were stored in compliance to the regulation.” Correct: “The files were stored in compliance with the regulation.” Why: The phrase takes with.

80. Wrong: “Pursuant with the agreement, the review began.” Correct: “Pursuant to the agreement, the review began.” Why: Pursuant to is fixed.

81. Wrong: “The programme was revised with a view of improving access.” Correct: “The programme was revised with a view to improving access.” Why: With a view to is fixed and takes -ing.

82. Wrong: “The data were collected for purpose of evaluation.” Correct: “The data were collected for the purpose of evaluation.” Why: The formal phrase includes the.

83. Wrong: “In absence of evidence, remain cautious.” Correct: “In the absence of evidence, remain cautious.” Why: The phrase includes the.

84. Wrong: “Under conditions high load, performance fell.” Correct: “Under conditions of high load, performance fell.” Why: The phrase requires of.

85. Wrong: “Validity should be assessed as distinct to reliability.” Correct: “Validity should be assessed as distinct from reliability.” Why: As distinct from is fixed.

86. Wrong: “The software was used in conjunction to manual review.” Correct: “The software was used in conjunction with manual review.” Why: The phrase takes with.

87. Wrong: “The claim was rejected on the grounds insufficient evidence.” Correct: “The claim was rejected on the grounds of insufficient evidence.” Why: The phrase requires of.

Twenty-five advanced construction contrasts

1. according to vs in accordance with

According to attributes information to a source; in accordance with expresses compliance. Advanced control: According to the policy, X is required; the procedure was completed in accordance with the policy.

2. because vs because of

Because takes a clause; because of takes a noun phrase. Advanced control: Because the system failed / because of system failure.

3. due to vs as a result of

Both can express cause; due to often attaches as an adjectival/complement relation, while as a result of foregrounds consequence. Advanced control: Choose the construction that fits sentence grammar, not perceived formality.

4. despite vs although

Despite takes noun phrase/-ing; although takes clause. Advanced control: Despite limited evidence / although the evidence was limited.

5. in contrast to vs contrary to

In contrast to compares differences; contrary to marks opposition to expectation/claim. Advanced control: Do not use contrary to merely for neutral comparison.

6. rather than vs instead of

Both mark alternatives; rather than often balances parallel forms, instead of marks replacement. Advanced control: Maintain parallel grammar.

7. among vs between

Among distributes within a group; between links distinct entities/relationships. Advanced control: Avoid simplistic number-only rules.

8. within vs across

Within marks internal boundary; across marks distribution over multiple sites/units. Advanced control: Variation within schools / consistency across schools.

9. in terms of vs with respect to

Both frame a dimension; in terms of is common but easily overused, with respect to more formal. Advanced control: Prefer direct wording when possible.

10. in light of vs on the basis of

In light of means considering new information; on the basis of names the grounds/criteria for a decision. Advanced control: Reasoning stage differs.

11. by vs until

By gives deadline; until gives continuation endpoint. Advanced control: Submit by Friday / remain open until Friday.

12. during vs while

During takes noun phrase; while can introduce clause. Advanced control: During the test / while the test was running.

13. by vs with

By marks agent in passive; with often marks instrument. Advanced control: Measured by the researcher with a sensor.

14. via vs through

Both can mark route/method; via is compact route marker, through often emphasizes pathway/process. Advanced control: Submitted via portal; passed through validation stages.

15. per vs out of

Per gives rate per unit; out of gives part-to-whole. Advanced control: 500 per minute / 18 out of 20.

16. from…to vs by

From…to gives endpoints; by gives amount of change. Advanced control: Rose from 40 to 60 / rose by 20.

17. relative to vs compared with

Both compare; relative to foregrounds reference point, compared with foregrounds case comparison. Advanced control: Name the baseline when needed.

18. in support of vs in favour of

In support of often links evidence/action to a claim; in favour of marks stance/preference. Advanced control: Evidence in support of; vote in favour of.

19. in response to vs as a result of

In response to marks reaction; as a result of makes a causal outcome claim. Advanced control: Reaction and causation are not identical.

20. subject to vs under

Subject to marks condition/governance; under frames conditions, rules or authority broadly. Advanced control: Approval subject to verification; performance under high load.

21. with a view to vs for the purpose of

Both express purpose; with a view to is formal and followed by -ing, for the purpose of by noun/-ing. Advanced control: Use simpler to + verb where possible.

22. in the absence of vs without

Both mark absence; the longer phrase foregrounds a formal condition. Advanced control: Use without when no special framing is needed.

23. as distinct from vs in contrast to

As distinct from marks conceptual separation; in contrast to compares differences. Advanced control: Choose based on classification versus comparison.

24. in conjunction with vs in combination with

Both mean together; conjunction often sounds more formal/systemic, combination more general. Advanced control: Do not invent a difference where context does not require one.

25. on the grounds of vs because of

Both can give reasons; on the grounds of often marks formal justification or decision basis. Advanced control: Register and institutional function differ.

Reverse retrieval: 100 advanced relationship cues

• 1. as stated or reported by a source → according to.
• 2. concerning a specific earlier matter → with reference to.
• 3. with respect to a relationship or comparison → in relation to.
• 4. concerning a particular dimension → with respect to.
• 5. concerning → regarding.
• 6. about or relating to → concerning.
• 7. about a topic → on the subject of.
• 8. related to an event or matter → in connection with.
• 9. together with or related to → in association with.
• 10. using something as a point of reference → by reference to.
• 11. for the reason of → because of.
• 12. caused by or attributable to → due to.
• 13. because of → owing to.
• 14. because of an earlier cause → as a result of.
• 15. because of a consequential chain → as a consequence of.
• 16. because of → on account of.
• 17. because of a quality, status or condition → by virtue of.
• 18. originating in → arising from.
• 19. originating from an underlying source → stemming from.
• 20. able to be explained by → attributable to.
• 21. without being prevented by → despite.
• 22. despite → in spite of.
• 23. opposite to an expectation or statement → contrary to.
• 24. showing a difference from → in contrast to.
• 25. rather than; contrasted with → as opposed to.
• 26. in preference to or instead of → rather than.
• 27. as a replacement for → instead of.
• 28. except for or in addition to, depending on context → apart from.
• 29. excluding → except for.
• 30. without being affected by → regardless of.
• 31. as well as → in addition to.
• 32. together with → along with.
• 33. in combination with → together with.
• 34. in addition to → as well as.
• 35. containing as part of a larger set → including.
• 36. leaving out → excluding.
• 37. in addition to → besides.
• 38. within a group or distributed through → among.
• 39. linking distinct entities or endpoints → between.
• 40. inside a limit, group or period → within.
• 41. with respect to a particular dimension → in terms of.
• 42. using something as the foundation for judgement → on the basis of.
• 43. inside a particular situation or framework → within the context of.
• 44. viewed from a particular standpoint → from the perspective of.
• 45. when considering one case → in the case of.
• 46. considering new information → in light of.
• 47. subject to specified conditions or authority → under.
• 48. not exceeding a boundary → within the limits of.
• 49. conditional on or governed by → subject to.
• 50. consistent with → in line with.
• 51. before → prior to.
• 52. after → following.
• 53. after → subsequent to.
• 54. earlier than → before.
• 55. later than → after.
• 56. within a period or event → during.
• 57. during the whole of → throughout.
• 58. across a period of time → over.
• 59. from a past point until now; also causal in another use → since.
• 60. up to an endpoint → until.
• 61. through the action or method of → by.
• 62. by way of or using → via.
• 63. using an instrument or accompanied by → with.
• 64. in the absence of → without.
• 65. by means of a process or pathway → through.
• 66. using a particular method → by means of.
• 67. using help from → with the aid of.
• 68. representing a person or group → on behalf of.
• 69. working jointly with → in collaboration with.
• 70. subject to official power → under the authority of.
• 71. at a point, level or rate → at.
• 72. for each unit → per.
• 73. from a total → out of.
• 74. according to a ratio → in proportion to.
• 75. in comparison with a reference point → relative to.
• 76. when compared against → compared with.
• 77. in comparison with or likened to → compared to.
• 78. from one endpoint or category to another → between … and ….
• 79. marking starting and ending values → from … to ….
• 80. marking amount of change → by ….
• 81. supporting a position or claim → in support of.
• 82. supporting or preferring → in favour of.
• 83. against → in opposition to.
• 84. as a reaction to → in response to.
• 85. as a return for something → in exchange for.
• 86. as a substitute for → in place of.
• 87. preferred over → in preference to.
• 88. consistent with → in keeping with.
• 89. following a rule or requirement → in compliance with.
• 90. in accordance with or following formal authority → pursuant to.
• 91. with the intention of achieving → with a view to.
• 92. in order to → for the purpose of.
• 93. when something is not present → in the absence of.
• 94. when something is present → in the presence of.
• 95. when specified conditions apply → under conditions of.
• 96. clearly separated from → as distinct from.
• 97. together with, often functionally linked → in conjunction with.
• 98. together with → in combination with.
• 99. for the stated reason of → on the grounds of.
• 100. for the purpose or benefit of → for the sake of.

Thirty advanced cross-subject relationship labs

1. English source attribution

Model: “According to the critic, the final image changes the tone of the ending.”

Task: Explain why according to attributes the claim without endorsing it. Then rebuild the relationship in another subject without copying the original noun phrase.

2. English concession

Model: “Despite limited evidence, the interpretation remains plausible.”

Task: Transform to although + clause. Then rebuild the relationship in another subject without copying the original noun phrase.

3. English comparison

Model: “As opposed to summary, analysis explains how evidence produces meaning.”

Task: Use the phrase to create a conceptual distinction. Then rebuild the relationship in another subject without copying the original noun phrase.

4. Science cause

Model: “The delay was attributable to a calibration error.”

Task: Explain the strength of attributable to compared with merely associated with. Then rebuild the relationship in another subject without copying the original noun phrase.

5. Science method

Model: “The result was verified by a researcher with a calibrated instrument.”

Task: Identify agent and instrument. Then rebuild the relationship in another subject without copying the original noun phrase.

6. Science condition

Model: “Under conditions of high cognitive load, accuracy declined.”

Task: Explain how the prepositional frame limits the claim. Then rebuild the relationship in another subject without copying the original noun phrase.

7. Mathematics range

Model: “Accuracy rose from 72% to 88%, an increase of sixteen percentage points.”

Task: Distinguish endpoint frame from amount-of-change frame. Then rebuild the relationship in another subject without copying the original noun phrase.

8. Data rate

Model: “The system processed 500 requests per minute at 80% capacity.”

Task: Separate rate and level. Then rebuild the relationship in another subject without copying the original noun phrase.

9. History source

Model: “According to the archive, the law changed following the election.”

Task: Separate attribution and sequence. Then rebuild the relationship in another subject without copying the original noun phrase.

10. History stance

Model: “Several groups spoke in opposition to the proposal.”

Task: Rewrite from the opposite institutional stance. Then rebuild the relationship in another subject without copying the original noun phrase.

11. Geography scope

Model: “The pattern was consistent across regions but varied within each region.”

Task: Explain across versus within. Then rebuild the relationship in another subject without copying the original noun phrase.

12. Social studies impact

Model: “The rule applied regardless of prior income but disproportionately affected remote households.”

Task: Explain general application versus unequal effect. Then rebuild the relationship in another subject without copying the original noun phrase.

13. Technology pathway

Model: “The files were submitted via the portal and passed through two validation stages.”

Task: Separate route and process path. Then rebuild the relationship in another subject without copying the original noun phrase.

14. Technology compliance

Model: “The system was configured in compliance with the security standard.”

Task: Rewrite using comply with. Then rebuild the relationship in another subject without copying the original noun phrase.

15. Learning cause

Model: “Performance improved as a result of repeated retrieval.”

Task: Rewrite more cautiously if causation is not established. Then rebuild the relationship in another subject without copying the original noun phrase.

16. Learning addition

Model: “In addition to retrieval, students practised collocations.”

Task: Convert to a coordinated clause. Then rebuild the relationship in another subject without copying the original noun phrase.

17. Research basis

Model: “The recommendation was made on the basis of reliability, cost and access.”

Task: Rewrite using a direct verb. Then rebuild the relationship in another subject without copying the original noun phrase.

18. Research perspective

Model: “From the perspective of participants, the task was too long.”

Task: Rewrite with participants as subject. Then rebuild the relationship in another subject without copying the original noun phrase.

19. Policy condition

Model: “Approval is subject to final verification.”

Task: Transform to an if-clause. Then rebuild the relationship in another subject without copying the original noun phrase.

20. Policy purpose

Model: “The process was redesigned with a view to reducing delay.”

Task: Rewrite with to + verb and compare register. Then rebuild the relationship in another subject without copying the original noun phrase.

21. Absence

Model: “In the absence of direct evidence, the conclusion should remain cautious.”

Task: Rewrite with without. Then rebuild the relationship in another subject without copying the original noun phrase.

22. Combination

Model: “The algorithm was used in conjunction with manual review.”

Task: Rewrite with together with or alongside and compare tone. Then rebuild the relationship in another subject without copying the original noun phrase.

23. Formal reason

Model: “The claim was rejected on the grounds of insufficient evidence.”

Task: Rewrite using because of. Then rebuild the relationship in another subject without copying the original noun phrase.

24. Comparison

Model: “Performance improved relative to baseline but remained lower compared with the control group.”

Task: Identify two distinct reference points. Then rebuild the relationship in another subject without copying the original noun phrase.

25. Exception

Model: “Apart from one outlier, the pattern was stable.”

Task: Rewrite with except for and compare naturalness. Then rebuild the relationship in another subject without copying the original noun phrase.

26. Whole-period time

Model: “Performance remained stable throughout the term.”

Task: Contrast with during the term. Then rebuild the relationship in another subject without copying the original noun phrase.

27. Deadline

Model: “Submit the final draft by Friday and keep the portal open until then.”

Task: Explain by versus until. Then rebuild the relationship in another subject without copying the original noun phrase.

28. Quantitative part

Model: “Eighteen out of twenty participants completed the task.”

Task: Convert to a percentage without changing the relation. Then rebuild the relationship in another subject without copying the original noun phrase.

29. Formal authority

Model: “The review was conducted under the authority of the board.”

Task: Explain what authority relation is encoded. Then rebuild the relationship in another subject without copying the original noun phrase.

30. Conceptual distinction

Model: “Validity should be assessed as distinct from reliability.”

Task: Rewrite as two clauses while preserving the conceptual boundary. Then rebuild the relationship in another subject without copying the original noun phrase.

Ten advanced prepositional-density repairs

1. Dense: “In relation to the issue of access in terms of rural students, the policy is problematic.” Clearer: “The policy creates access problems for rural students.” Why: Three frames hide a simple relation.

2. Dense: “With regard to the question of cost, in comparison with the first option, the second is preferable.” Clearer: “The second option is cheaper than the first.” Why: Direct comparative grammar is clearer.

3. Dense: “Within the context of the study, in terms of validity, there are limitations within the sample.” Clearer: “The sample limits the study’s validity.” Why: Nominal phrase chains obscure the subject and verb.

4. Dense: “On the basis of the evidence in relation to timing, the conclusion changed in light of new data.” Clearer: “New timing data changed the conclusion.” Why: Keep only necessary reasoning frames.

5. Dense: “In accordance with the policy in relation to data storage, files must remain within the system.” Clearer: “The storage policy requires files to remain in the system.” Why: A direct verb reduces density.

6. Dense: “In the case of rural schools, with respect to transport, there are barriers in relation to distance.” Clearer: “Rural schools face transport barriers because of distance.” Why: Consolidate related phrases.

7. Dense: “From the perspective of students in terms of workload, the schedule is difficult.” Clearer: “Students find the schedule difficult because of workload.” Why: Direct subject structure is clearer.

8. Dense: “In support of the claim on the basis of three sources, evidence was provided in relation to reliability.” Clearer: “Three sources support the claim about reliability.” Why: Avoid recursive of/in relation to chains.

9. Dense: “Pursuant to the agreement in accordance with policy, the review was conducted under the authority of the board.” Clearer: “The board conducted the review under the agreement and policy.” Why: Formal phrases can be compressed without losing authority relation.

10. Dense: “For the purpose of improving access with a view to reducing cost, the process was changed.” Clearer: “The process was changed to improve access and reduce cost.” Why: Purpose phrases often compress to infinitives.

A thirty-day advanced relationship-grammar programme

Day 1: Learn items 1–10. Practise source/reference frames and distinguish attribution from endorsement.

Day 2: Review 1–10 from relationship cues only.

Day 3: Learn cause items 11–20. Convert between because + clause and cause + noun-phrase patterns.

Day 4: Write five causal sentences, then weaken any causal claim not supported by evidence.

Day 5: Learn concession/contrast items 21–30. Practise despite/although and contrast/opposition distinctions.

Day 6: Write five sentences that distinguish neutral comparison from contrary expectation.

Day 7: Review 1–30 with complement labels.

Day 8: Learn addition/grouping items 31–40. Practise among, between and within.

Day 9: Write one paragraph containing inclusion, exception and grouping without ambiguity.

Day 10: Learn scope/framework items 41–50. Store fixed phrases as chunks.

Day 11: Rewrite five long framing phrases with shorter direct alternatives.

Day 12: Learn time items 51–60. Contrast prior to/following, during/while, by/until.

Day 13: Create a timeline with five different time relations.

Day 14: Review 1–60 under time pressure.

Day 15: Learn method/agency items 61–70. Separate agent, instrument, route and collaboration.

Day 16: Write passive sentences that use by for agent and with for instrument.

Day 17: Learn measurement items 71–80. Practise rate, ratio, baseline, range and change amount.

Day 18: Write ten numerical sentences using per, out of, relative to, from…to and by.

Day 19: Learn stance/policy items 81–90. Practise support, opposition, response, replacement and compliance.

Day 20: Learn advanced purpose/absence/combination items 91–100.

Day 21: Full meaning-to-phrase retrieval for all 100.

Day 22: Clause transformation day: convert twenty noun-phrase frames into clauses or direct verbs.

Day 23: Attachment day: repair ten sentences with ambiguous phrase placement.

Day 24: Density day: compress ten sentences containing three or more prepositional phrases.

Day 25: Register day: replace legal/formal phrases with simpler alternatives where genre allows.

Day 26: Cross-subject day: write English, Science, Mathematics and Humanities examples.

Day 27: Timed cloze test: fifty fixed phrases in ten minutes.

Day 28: Essay editing: underline every prepositional phrase and label its logical job.

Day 29: Delayed retrieval after forty-eight hours using new complements.

Day 30: Final mastery: write 250 words where source, cause, contrast, scope, time and method remain grammatically explicit but concise.

Final advanced relationship audit

Underline every prepositional phrase in a finished paragraph. Label its job: source, cause, concession, addition, comparison, scope, time, method, measurement, stance, purpose or condition. If a phrase has no necessary job, remove it.

Then check the complement. Is a noun phrase required? Is a finite clause incorrectly placed after despite? Is during being asked to introduce a clause? Has a fixed preposition been changed because another phrase sounded similar? Grammar and vocabulary are inseparable here.

Finally, check attachment and density. A relationship phrase should have one obvious target. If the reader could attach it to two parts of the sentence, move it or rewrite the clause. If three formal phrases appear in sequence, test whether a direct verb can make the relationship clearer.

The advanced standard is invisible relationship grammar: source, cause, comparison, condition and method remain precise while the sentence itself stays direct.

Twenty advanced relationship case studies

These cases test whether the writer can distinguish relationships that often look similar on the surface. Read the pair, identify the logical job of each phrase and then produce a new example in another subject.

1. Source versus compliance

Model: According to the policy, files should be encrypted. The team stored the files in compliance with the policy.

Advanced distinction: The first phrase reports what the policy says; the second states that action followed the policy.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

2. Cause versus reaction

Model: The task was shortened because of limited time. The procedure changed in response to repeated errors.

Advanced distinction: One states cause; the other states institutional reaction.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

3. Concession versus contrast

Model: Despite the small sample, the pattern was stable. In contrast to the first group, the second group improved.

Advanced distinction: Concession allows an unexpected result; contrast compares cases.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

4. Scope versus viewpoint

Model: Within the limits of the dataset, the claim is defensible. From the perspective of students, the timetable is demanding.

Advanced distinction: One limits evidence; the other identifies a standpoint.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

5. Basis versus new evidence

Model: The decision was made on the basis of three criteria. In light of new evidence, the decision was revised.

Advanced distinction: One names grounds; the other marks reconsideration.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

6. Condition versus context

Model: Approval is subject to final verification. Under these conditions, performance remains stable.

Advanced distinction: One creates a condition for action; the other frames circumstances.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

7. Time sequence versus cause

Model: Following the update, performance improved.

Advanced distinction: This establishes sequence only; it does not prove the update caused improvement.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

8. Agent versus instrument

Model: The samples were checked by a researcher with calibrated software.

Advanced distinction: By marks agent; with marks instrument.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

9. Route versus process

Model: The file was submitted via the portal and passed through two validation stages.

Advanced distinction: Via marks route; through marks process path.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

10. Rate versus proportion

Model: The system handled 500 requests per minute, and cost rose in proportion to usage.

Advanced distinction: Per gives rate; in proportion to expresses ratio.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

11. Endpoint versus change amount

Model: Accuracy rose from 72% to 88%, increasing by sixteen percentage points.

Advanced distinction: From…to gives endpoints; by gives change amount.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

12. Support versus preference

Model: The evidence was cited in support of the proposal, and the committee voted in favour of it.

Advanced distinction: Evidence relation differs from institutional stance.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

13. Replacement versus preference

Model: A digital form was used in place of paper; the digital option was chosen in preference to the printed version.

Advanced distinction: Replacement and preferred choice are not identical.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

14. Absence versus presence

Model: In the absence of direct evidence, the claim remained cautious. In the presence of corroborating data, confidence increased.

Advanced distinction: The paired frames mark contrasting conditions.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

15. Combination versus collaboration

Model: The software was used in conjunction with manual review, while the framework was developed in collaboration with teachers.

Advanced distinction: One joins methods; the other joins people or organisations.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

16. Exception versus inclusion

Model: Except for one outlier, the data were stable; including the outlier increased variance.

Advanced distinction: Exception and inclusion must identify the same set clearly.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

17. Distribution versus internal scope

Model: The pattern was consistent across schools but varied within each school.

Advanced distinction: Across distributes over units; within locates internal variation.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

18. Comparison versus opposition

Model: Compared with baseline, performance improved. Contrary to expectations, the control group improved too.

Advanced distinction: Comparison and expectation-opposition are different relations.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

19. Purpose versus grounds

Model: The task was redesigned with a view to improving access; the original design was rejected on the grounds of poor usability.

Advanced distinction: Purpose looks forward; grounds justify a decision.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

20. Conceptual distinction

Model: Validity should be assessed as distinct from reliability.

Advanced distinction: The phrase separates concepts without merely saying they are different.

Transfer: rewrite the pair in a different subject and keep the relationship contrast intact. Then simplify one phrase if a shorter construction expresses the same relation more clearly.

Twenty no-options construction drills

1. Rewrite five because-clauses using because of + noun phrase.

2. Rewrite five despite phrases using although + finite clause.

3. Convert during + noun phrase into while + clause in three examples.

4. Write one deadline with by and one continuation endpoint with until.

5. Describe a numerical change using both from…to and by.

6. Write one between sentence and one among sentence with the same topic.

7. Use within and across in one multi-site comparison.

8. Write one according to sentence and one in accordance with sentence.

9. Use in light of to revise a conclusion after new evidence.

10. Use on the basis of to name three explicit decision criteria.

11. Use by for agent and with for instrument in one passive sentence.

12. Use via for route and through for process in one technology sentence.

13. Use per and out of in two quantitative statements.

14. Use relative to and compared with with the same baseline.

15. Write one in support of sentence and one in favour of sentence.

16. Write one in opposition to sentence and one contrary to expectations sentence.

17. Use subject to to create a conditional approval.

18. Use in the absence of and in the presence of as contrasting conditions.

19. Use in conjunction with and in collaboration with in different contexts.

20. Use as distinct from to separate two concepts without evaluating them.

Advanced attachment and density workshop

Take a paragraph containing at least eight prepositional phrases. First draw a line from each phrase to the word, clause or proposition it modifies. If a phrase can attach plausibly to two different targets, the sentence is ambiguous. Move the phrase, replace it with a clause or rewrite the sentence so the attachment is unique.

Next count phrase chains. Sequences such as in relation to the issue of access in the context of rural schools may be grammatical but cognitively expensive. Replace nominal chains with direct verbs and subjects: Rural schools face access problems. Advanced grammar includes compression.

Then inspect causal frames. Replace any causal preposition that exceeds the evidence. If the study shows only association, do not write as a result of or attributable to without stronger support. Use a neutral relation such as in association with or simply describe the sequence.

Inspect comparison frames next. Every relative to, compared with, in contrast to or between construction needs a recoverable reference point. If the reader must guess the baseline, add it.

Finally, inspect register. Pursuant to, by virtue of and for the purpose of may be accurate but unnecessarily formal in an ordinary essay. Use the advanced phrase only when the genre or relationship benefits from it.

Relationship grammar across the essay

Introduction: use scope frames sparingly. “Within the context of this debate” may be useful once, but repeated framing can delay the thesis. Prefer direct statements when the context is already obvious.

Evidence paragraph: according to attributes a source, in support of links evidence to a claim, relative to establishes a comparison point, and within the limits of constrains generalisation. These phrases can create a visible evidence architecture.

Counterargument: despite, in spite of, contrary to, as opposed to, rather than organise concession and opposition. The complement grammar should remain accurate even when the reasoning is complex.

Conclusion: in light of, subject to, within the limits of and on the basis of can calibrate final judgement. Avoid stacking all of them into one sentence.

Final delayed-transfer test

After one week, write 250 words on an unfamiliar topic. Do not consult the list. During editing, underline every relationship phrase and label its function: source, cause, concession, comparison, addition, scope, time, method, measurement, stance, purpose or condition.

For each underlined phrase, test one transformation. Convert noun phrase to clause, formal phrase to direct verb, or long frame to shorter preposition. If the logical relationship changes, restore the original or choose a more accurate construction.

The advanced standard is reached when relationship grammar survives this transfer: the fixed preposition is correct, the complement is grammatical, the attachment is unambiguous, the logical relation is accurate and the phrase is no more formal or wordy than necessary.

Final advanced relationship-grammar workshop

Advanced prepositional control becomes visible when the writer can move between alternative grammatical forms without losing the logical relationship. Start with cause. “Because of the delay, the task was shortened” can become “Because the session was delayed, the task was shortened.” The first construction uses a noun phrase; the second uses a finite clause. The cause remains the same even though the grammar changes.

Now test concession. “Despite limited evidence, the conclusion remained cautious” becomes “Although the evidence was limited, the conclusion remained cautious.” If a learner writes “despite the evidence was limited”, the problem is not vocabulary but complement structure. The preposition and its complement must be stored together.

Test source attribution against compliance. “According to the policy, two checks are required” reports what the policy says. “The procedure was completed in accordance with the policy” states that the procedure followed the policy. The phrases may both mention the same document, but their logical jobs differ.

Test sequence against causation. “Following the update, performance improved” establishes chronology. It does not prove the update caused the improvement. If the evidence is only temporal, keep the time frame. If a causal mechanism and appropriate design support causation, a stronger phrase such as “as a result of” may become defensible.

Test reaction against cause. “The process changed in response to repeated errors” describes an institutional reaction. “The error rate fell as a result of the process change” makes a causal outcome claim. These two directions should not be collapsed merely because both sentences describe related events.

Comparison and quantitative precision

Advanced essays frequently depend on comparison frames. Relative to baseline identifies a reference point. Compared with the first method compares alternatives. In contrast to the control group foregrounds difference. Between Group A and Group B marks a direct relation between distinct entities. The correct phrase tells the reader what comparison is being made before the interpretation begins.

Numerical frames are equally precise. “Accuracy rose from 72% to 88%” gives the starting and final values. “Accuracy rose by sixteen percentage points” gives the amount of change. “Eighteen out of twenty students completed the task” gives a part-to-whole relation. “The device processed 500 requests per minute” gives a rate. These are not stylistic alternatives; each encodes a different quantitative structure.

Scope, condition and limitation

Scope phrases help prevent overclaiming. “Within the limits of the dataset, the conclusion is defensible” marks an evidential boundary. “In the case of rural schools, transport remains a barrier” narrows the population. “Subject to final verification, approval may proceed” makes action conditional. “Under conditions of high cognitive load, performance declined” restricts the result to specified circumstances.

Writers should be able to remove the phrase and explain what would be lost. Without within the limits of, the conclusion may sound universal. Without subject to, the condition disappears. Without from the perspective of, the viewpoint may be mistaken for an objective system-wide judgement.

Attachment and phrase density

A correct preposition can still create an unclear sentence if its attachment is ambiguous. “The researcher discussed the result with a limitation” leaves the reader unsure what with a limitation modifies. A clearer version is “The researcher discussed the result, including its main limitation.” Attachment should be unique.

Phrase density creates a second problem. “In relation to the issue of access in the context of rural schools” can usually become “for rural-school access” or a direct clause. Advanced grammar includes knowing when to compress. Formal phrases are useful only when the relationship they encode is worth the extra structure.

During editing, circle every prepositional phrase and label its job: source, cause, concession, addition, comparison, scope, time, method, measurement, stance, purpose or condition. If two adjacent phrases perform the same job, simplify. If a phrase has no clear target, move it. If a direct verb expresses the relationship more clearly, use the verb.

Final delayed-transfer test

After several days without review, write a 250-word response on a new topic. Do not consult this list. During editing, underline every relationship phrase and identify the complement type. Then transform five of the sentences: noun phrase to clause, formal phrase to direct verb, long phrase to shorter preposition, or comparison phrase to an equivalent clause.

If the relationship survives the transformation, the learner understands the construction. If cause becomes sequence, attribution becomes endorsement, or comparison becomes concession, the grammar needs repair.

The advanced standard is reached when the writer sees the relationship first, retrieves the construction second and then edits for economy. Source, cause, contrast, scope, time, method, quantity and condition should remain precise while the sentence stays direct and readable.

Final mastery audit

• Can I retrieve the phrase from the logical relationship rather than from alphabetical memory?
• Can I supply the correct noun phrase, clause, quantity or fixed complement?
• Can I distinguish source attribution from compliance, sequence from cause, and reaction from result?
• Can I identify the phrase’s attachment without ambiguity?
• Can I simplify the phrase when a shorter construction keeps the same meaning?

When all five answers are yes, advanced prepositional phrases have become part of relationship grammar rather than a list of formal expressions.

One final relationship-grammar stress test

Write twelve sentences from relationship prompts only: source, cause, concession, contrast, inclusion, exception, scope, sequence, method, comparison, stance and condition. Do not choose the phrase before deciding the relationship. This order matters because advanced prepositional grammar should begin from meaning rather than from a memorised academic expression.

For source, you might retrieve according to. For compliance, in accordance with. For cause, because of or as a result of, depending on evidence strength. For concession, despite. For condition, subject to. For viewpoint, from the perspective of. Each construction carries a distinct logical burden.

Next, convert six of the sentences into clauses or direct verbs. “In light of new evidence, the conclusion changed” can become “New evidence caused the team to revise the conclusion.” “On the basis of three criteria, the committee selected the option” can become “The committee used three criteria to select the option.” If the transformation changes the relationship, repair it.

Then test formal density. Replace with a view to with to, for the purpose of with an infinitive, or within the context of this study with in this study where precision is preserved. Advanced writing does not require the longest available phrase.

Finally, test attachment by moving each phrase. If “with the calibrated sensor” could modify either the researcher or the measurement, rebuild the sentence. A grammatically correct preposition attached to the wrong or unclear target still produces weak prose.

The completed advanced system should let a Grade 9 writer express who reported a claim, what caused an event, which evidence limits a conclusion, what baseline is being used, how an action was performed and what condition must be satisfied—all without forcing the reader to decode stacked formal phrases.

That is the final standard: retrieve the relationship, supply the correct fixed phrase and complement, attach it unambiguously, and simplify it when a more direct structure is equally precise.

Final advanced relationship drill

Select ten fixed phrases from the collection and test them in reverse. Start from the relationship—source, cause, concession, scope, method, comparison, stance, condition, purpose or quantity—and retrieve the phrase without seeing it. Then supply a fresh complement and explain why that complement is grammatically compatible.

For example, despite should trigger a noun phrase or -ing form, not a finite clause. According to should trigger a source, not a compliance relation. In accordance with should trigger a rule or standard. Relative to should trigger a reference point. Subject to should trigger a condition.

Then rewrite five of the sentences with a simpler construction. Replace for the purpose of improving with to improve, or within the context of this study with in this study, when no precision is lost. The advanced learner should be able to move both toward and away from formal phrasing.

Finally, check density. If a sentence contains several consecutive of, in, with, to phrases, identify which relationship is central and rebuild the sentence around a direct subject and verb. This step matters because grammatical accuracy alone does not guarantee readable prose.

At mastery level, academic prepositions no longer feel like isolated grammar traps. They become a compact set of relationship tools that let the writer attribute evidence, qualify scope, mark causation carefully, compare cases, specify method and state conditions with precision.

Last relationship-grammar checkpoint

Take one paragraph from a recent essay and classify every prepositional phrase by function. Mark source phrases such as according to, causal phrases such as because of, concession frames such as despite, scope frames such as within the limits of, comparison frames such as relative to, and condition frames such as subject to.

Then check whether the phrase has the right complement and attachment. A phrase can be grammatically familiar yet still be wrong in context. Despite should not introduce a finite clause; during should not replace while before a clause; according to should not be used when the meaning is compliance rather than attribution.

Next, test economy. If several phrases cluster before the main verb, rewrite the sentence with a direct subject and verb. Advanced relationship grammar is strongest when the reader can see the sentence’s core action immediately and the prepositional phrase adds one clear relation around it.

Finally, convert five phrases into another grammatical form and check whether meaning survives. If it does, the learner understands the relationship. If it does not, return to the fixed pattern and rebuild it from the logical function rather than from memory of the wording.

Final transfer note

Advanced prepositional mastery should also survive subject change. A learner who controls relative to in Mathematics should be able to use it with a historical baseline; a learner who controls subject to in policy writing should be able to use it in a scientific condition; a learner who controls in light of in argument should be able to use it when new data changes a conclusion.

This transfer matters because the relationship is abstract even when the topic changes. The phrase does not belong to one subject; it belongs to a logical function. Once that function is stable, the construction becomes reusable across English, Science, Humanities, Mathematics and technical writing.

The final editing habit is therefore relational: ask what this phrase is doing, what complement it requires, what it attaches to, and whether a shorter structure would preserve the same logic. If all four answers are clear, the phrase is earning its place.

Final relationship-grammar rule

Before submitting an essay, choose five sentences containing advanced prepositional phrases and explain each relationship in plain English. If according to means “this source says”, subject to means “only if this condition is met”, relative to means “compared with this reference point”, and in light of means “considering this new information”, the construction is functioning clearly.

Then test one simplification. Replace a long phrase with a direct verb or shorter preposition and check whether the logical relation survives. If it does, prefer the clearer sentence. If it does not, restore the advanced phrase because it is carrying necessary meaning.

The final standard is concise relationship control: fixed prepositions are correct, complements are grammatical, attachments are unambiguous, and formal phrases appear only when they sharpen source, cause, contrast, scope, time, method, quantity or condition.

Final mastery note: a prepositional phrase is fully learned only when the writer can retrieve it from the intended logical relation, supply the correct complement, attach it to one clear target and simplify it when a shorter structure preserves the same meaning.

In timed writing, prioritise accuracy over formality. If an advanced phrase such as pursuant to or with a view to feels uncertain, use a clearer construction you control. Relationship grammar should sharpen meaning, not slow the sentence down or create avoidable errors.

Once source, cause, concession, scope, time, method, quantity and condition can all be expressed accurately across new topics, the advanced relationship system is operationally mastered.

Final completion rule: advanced prepositional grammar is mastered when the writer can express relationships accurately, retrieve fixed patterns without hesitation, attach them unambiguously and simplify them whenever a shorter construction preserves the same logic and register.

Mastery is complete when relationship grammar stays accurate, concise and automatic across unfamiliar topics, timed writing, source analysis and formal academic explanation.