Research map / Large language models / Language, safety and interpretability
Verb Pattern: A Probabilistic Semantic Representation on Verbs
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use verb patterns (conceptualized plus idiom) versus idiomatic-only or conceptualized-only baselines (ablation) | verb phrase pattern summarization · Tweets and News, 100 labeled phrases | precision | Helped |
| add verb pattern P(c|v) as extra feature to entity-based conceptualization | context-aware conceptualization · Tweets and News, 100 differing phrases | manual better/equal/worse precision | Helped |
Closest papers by meaning
- Bayesian Verb Sense Clustering (AAAI 2018 · similarity 0.87)
- Representing Verbs as Argument Concepts (AAAI 2016 · similarity 0.86)
- Fine-Grained Semantic Conceptualization of FrameNet (AAAI 2016 · similarity 0.83)
- Meaning Representations from Trajectories in Autoregressive Models (ICLR 2024 · similarity 0.82)
- On the Origins of Linear Representations in Large Language Models (ICML 2024 · similarity 0.81)
- Narrowing the Gap between Supervised and Unsupervised Sentence Representation Learning with Large Language Model (AAAI 2024 · similarity 0.81)
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