WebWalker: Benchmarking LLMs in Web Traversal (2025 · 72 citations)
Search-engine retrieval in standard RAG pipelines tends to return surface-level pages. Answers buried several clicks deep inside a website are often missed. The authors call this problem Web Traversal: starting from a site's root URL, an agent must click through subpages to find the information a query needs. To…
WebDancer: Towards Autonomous Information Seeking Agency (2025 · 50 citations)
WebDancer addresses how to train, from scratch, an open web agent that can carry out the long, multi-step research associated with systems like Deep Research.
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking (2025 · 14 citations)
LLM-based long-form writing usually depends on retrieval-augmented generation, but standard retrieval tends to return shallow, repetitive, and unoriginal material.
U-Fold: Dynamic Intent-Aware Context Folding for User-Centric Agents (2026)
LLM agents that call tools during long conversations with users quickly run out of context. Existing context-folding methods address this by compressing earlier history, but they were designed for tasks with one goal. In multi-turn, user-facing dialogues they fail in two ways: they permanently drop small but decisive…

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Where their works here were published, the most works first, with the editions of those that have a page.

Papers of our library cite their works 115 times (of the 149,439 papers whose bibliographies we read); 32 citing papers with a page here →.

Updated 1 November 2026