Papers by Suchen Liu
DataSeer: A Manager-Centric Collaborative Multi-Agent Framework with Multi-Branch Reasoning for Automated Insight Discovery (2026.findings-acl)
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| Challenge: | Existing methods for automated insight discovery lack contextual coherence and coverage due to single-path exploration. |
| Approach: | They propose a Manager-Centric Collaborative Framework that integrates planner and executor . it ensures cross-episode contextual coherence and allows for adaptive sub-goal generation . |
| Outcome: | The proposed framework outperforms baselines on InsightBench and Inseval. |