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arXiv 2609.40340 · cs.CL · 2026-09-30

EvoDuet: Bilevel Co-Evolution of Web Searching and Task Solving for Scientific Discovery

Young-Jun Lee, Jinheon Baek, Soyeong Jeong, Minki Kang, Seungyeon Jwa, Jonghyun Choi, Seungho Han, Dongyeop Kang

Minnesota NLP

In latest · #141 Added on 2026-10-21

One-line takeaway

EvoDuet co-evolves solutions and web-search queries in a bilevel loop so LLM evolutionary search doesn't stall for lack of knowledge.

EvoDuet 让解法和搜索查询双层协同进化,帮助大模型进化搜索在需要外部知识时不再停滞。

112HF upvotes
7GitHub stars
1Citations (Semantic Scholar)
56.3Buzz score

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Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-22.

The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.

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