Papers by Yifang Qin
Integrating Structural Semantic Knowledge for Enhanced Information Extraction Pre-training (2024.emnlp-main)
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| Challenge: | Existing pre-training methods focus on exploiting textual knowledge, which limits scalability and versatility of resulting models. |
| Approach: | They propose a pre-training framework that integrates structural semantic knowledge via contrastive learning. |
| Outcome: | The proposed framework outperforms state-of-the-art pre-training methods across multiple tasks. |