学术相关
Multi-turn agentic scientific literature search via workflow induction 1
PAPERPILOT: a multi-turn literature search agent
- Input: anchor paper + user query
- Toolset (keyword search, citation expansion, filtering, scoring, reranking, evidence extraction)
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executable directed acyclic graph (DAG)
- distall
- SFT + DPO
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preference optimize
- model: Qwen3.5-9B
- baseline
- GPT-5.4, Open AI DeepResearch, Qwen3.5-9B/397B
- top 50 -> Hit@k
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Li, J., Li, B., Jiang, N., Ning, X., Wang, X., Shen, Y., Wang, H., Jian, Y., Wu, X., Athiwaratkun, B., Lu, P., You, J., & Zhao, B. (2026). Multi-turn agentic scientific literature search via workflow induction (Version 2). arXiv. https://doi.org/10.48550/ARXIV.2607.00597 ↩