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IdeaAnchor: Teaching LLMs to Turn Literature into Research Ideas

Paper recorded by Signals 4 on 2026-10-06 in cs.AI. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-06 on arXiv · recorded by Signals 4 on 2026-10-07

Category: cs.AI · 人工智能 · first seen 2026-10-07

Abstract

Scientific research often begins by synthesizing ideas from a set of related papers to identify gaps and formulate new directions. However, training language models to perform this form of literature-grounded ideation remains challenging, as existing approaches based on prompting or feedback lack structured supervision for how papers should be synthesized. We introduce IdeaAnchor, a paradigm for t

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#402 most recent of 960 cs.AI papers we have recorded · ↑ newer: 4D-HOF: Hand-Object Flow Matching for Feed-Forward 4D Interaction Reco · ↓ older: DepthWorld: 3D World Model for Robot Manipulation
Cite this page: IdeaAnchor: Teaching LLMs to Turn Literature into Research Ideas: the #402 most recent of 960 cs.AI papers we have recorded (as of 2026-10-06). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/ideaanchor-teaching-llms-to-turn-literature-into-research-ideas.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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