Papers with Typed Predicate-Entailment Graph Generator
From the One, Judge of the Whole: Typed Entailment Graph Construction with Predicate Generation (2023.acl-long)
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| Challenge: | Existing methods to construct entailment graphs suffer from severe sparsity issues due to limited corpora and the long-tail phenomenon of predicate distributions. |
| Approach: | They propose a multi-stage method to generate entailment graphs by generating new predicates and detecting enanglement relations among seed predicats. |
| Outcome: | The proposed method can generate high-quality graphs with high precision over state-of-the-art methods and boost the performance of down-stream inference tasks. |