3 papers
cs.CL2026
EVA-Score: Evaluating Abstractive Long-form Summarization on Informativeness through Extraction and Validation
Yuchen Fan, Yazhe Wan, Xin Zhong +3
Since LLMs emerged, more attention has been paid to abstractive long-form summarization, where longer input sequences indicate more information contained. Nevertheless, the automat…
cs.CL2025
Mission Impossible: Feedback-Guided Dynamic Interactive Planning for Improving Reasoning on LLMs
Dong Yan, Gaochen Wu, Bowen Zhou
Recent advancements in language agents have led to significant improvements in multi-hop reasoning tasks. However, existing approaches often struggle with handling open-domain prob…
cs.CL2024
MAG-SQL: Multi-Agent Generative Approach with Soft Schema Linking and Iterative Sub-SQL Refinement for Text-to-SQL
Wenxuan Xie, Gaochen Wu, Bowen Zhou
Recent In-Context Learning based methods have achieved remarkable success in Text-to-SQL task. However, there is still a large gap between the performance of these models and human…