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English(EN) Multi-Turn Agentic Scientific Literature Search via Workflow Induction

PaperPilot 代理使用工作流归纳进行高级科学文献检索

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员开发了 PaperPilot，这是一种用于科学文献检索的新型多轮代理。与使用固定管道或简单语言推理的传统代理不同，PaperPilot 将搜索构建为工作流归纳，创建了一个可执行的搜索运算符定向无环图 (DAG)。这种方法通过用户反馈实现了对搜索策略更大的控制和优化。实验表明，PaperPilot-9B 在 Hit@5、MRR 和 nDCG@10 等指标上显著优于基础 Qwen3.5-9B 工具集代理，同时还减少了执行错误。 AI

影响 引入了一种新颖的科学文献检索代理方法，有望提高研究效率和可发现性。

排序理由 介绍一种新的科学文献检索代理系统的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.CL 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

PaperPilot 代理使用工作流归纳进行高级科学文献检索

本文如何被排名

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
介绍一种新的科学文献检索代理系统的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
Source corroboration
2 independent sources
Multiple independent publishers reporting the same story raises confidence that it's real and newsworthy.
Topics
paper, product
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
117 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.
Coverage growth since scoring
+1 source(s) since last score
New sources have picked up this story since our last re-score. Score will update on the next scoring pass.

完整方法见我们的编辑标准。

报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Jisen Li (University of Illinois Urbana-Champaign, Together AI), Bingxuan Li (University of Illinois Urbana-Champaign), Nanyi Jiang (University of Pennsylvania), Xuying Ning (University of Illinois Urbana-Champaign), Xiyao Wang (University of Pennsylvani… ·

    通过工作流归纳实现多轮代理科学文献检索

    arXiv:2607.00597v1 Announce Type: new Abstract: Scientific literature search often requires more than retrieving papers from a single query: users' intents are underspecified, preference-dependent, and evolve through interaction. Existing search agents typically rely on fixed pip…

  2. arXiv cs.CL TIER_1 English(EN) · Bingxin Zhao ·

    通过工作流归纳实现多轮代理科学文献检索

    Scientific literature search often requires more than retrieving papers from a single query: users' intents are underspecified, preference-dependent, and evolve through interaction. Existing search agents typically rely on fixed pipelines or implicit language-only reasoning, maki…

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