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arXiv 2610.00972 · cs.AI · 2026-10-01

VeriHarness: Scaling Agentic Verification for Long-Horizon Tasks

Caiqi Zhang, Rujun Han, Zifeng Wang, Zoey CuiZhu, Nigel Collier, Tomas Pfister, Chen-Yu Lee

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In latest · #112 Added on 2026-10-21

One-line takeaway

VeriHarness turns the base model into a verification agent that uses disagreement across samples to decide which claims to trust.

VeriHarness 把基础模型变成验证 Agent,利用多次采样间的分歧找出可信结论,无需参考答案。

63HF upvotes
75GitHub stars
0Citations (Semantic Scholar)
58.5Buzz 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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