作者位次 #2/5ICML 2026Poster· Applications / Language, Speech and Dialog
MARS-SQL: A Multi-Agent Reinforcement Learning Framework For Text-To-SQL
Haolin Yang · Jipeng Zhang · Zhitao He · Alexander Zhou · Yi Fung
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Haolin Yang · Jipeng Zhang · Zhitao He · Alexander Zhou · Yi Fung
Runtao Liu · Ziyi Liu · Jiaqi Tang · Yue Ma · Renjie Pi · Jipeng Zhang · Qifeng Chen
Recent advances in multimodal LLMs and systems that use tools for long-video QA point to the promise of reasoning over hour-long episodes. However, many methods still compress content into lossy summaries or rely on limited toolsets, weakening temporal grounding and missing fine-grained cues. We...