Papers by Norihito Naka
Can You Learn Semantics Through Next-Word Prediction? The Case of Entailment (2024.findings-acl)
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| Challenge: | et al. argued that sentence co-occurrence probabilities should reflect entailment . but it is unclear whether probabilities predicted by neural LMs encode enanglement based on their theory . |
| Approach: | They propose a test that decodes entailment relations between natural sentences . they argue that the test that predicts a flipped test does not account for redundancy . |
| Outcome: | The proposed test can decode entailment relations between natural sentences, but not perfectly. |