Papers with acquisition methods
SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition (P19-1)
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| Challenge: | Selectional Preference (SP) is a common phenomenon in human language and has been shown to be useful in many natural language processing tasks. |
| Approach: | They propose a large-scale evaluation set that provides human ratings for the plausibility of 10,000 SP pairs over five SP relations, covering 2,500 most frequent verbs, nouns, and adjectives in American English. |
| Outcome: | The proposed evaluation sets provide human ratings for plausibility of 10,000 SP pairs over five SP relations covering 2,500 most frequent verbs, nouns, and adjectives in American English. |
The Odyssey of Commonsense Causality: From Foundational Benchmarks to Cutting-Edge Reasoning (2024.emnlp-main)
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| Challenge: | Despite its significance, a systematic exploration of commonsense causality is lacking. |
| Approach: | They focus on taxonomies, benchmarks, acquisition methods, qualitative reasoning, and quantitative measurements in commonsense causality. |
| Outcome: | The proposed method synthesizes insights from over 200 representative articles and provides a practical guide for beginners. |