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Verb Pattern: A Probabilistic Semantic Representation on Verbs

AAAI 2016 · Large language models › Language, safety and interpretability · approach: Linguistic encoding in LLM representations · 6 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use verb patterns (conceptualized plus idiom) versus idiomatic-only or conceptualized-only baselines (ablation)verb phrase pattern summarization · Tweets and News, 100 labeled phrasesprecisionHelped
add verb pattern P(c|v) as extra feature to entity-based conceptualizationcontext-aware conceptualization · Tweets and News, 100 differing phrasesmanual better/equal/worse precisionHelped

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