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Ming-Hao Shao

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Open access Aug 2026

DyFIRER: A Dynamic Feedback Iterative Multi-Agent Framework for Open Relation Extraction Based on Large Language Models

With the rapid evolution of Large Language Models (LLMs) in natural language understanding and generation, Relation Extraction (RE) has achieved substantial milestones in low-resource and open-domain scenarios. However, prevailing LLM-based RE methodologies predominantly rely on one-shot prompting or static workflows,...

Y. Gong, Ming-Hao Shao, Xiaoqin Lian et al. · 0 citations

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