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HF Trending Papers

Opera tracks review feedback until the diagnosed problem is resolved

What's this about?

The critic audits feedback against visible evidence and keeps each correction as a persistent note. Authors report gains up to 12.4, 15.0 and 8.9 points on three coding benchmarks, distinguishing compliance with a suggestion from actual issue resolution.

What exactly is critic?

A second checking process that reviews an agent’s work and suggests corrections, like a reviewer who follows up on an unresolved comment.

What's the community saying / why does it matter?

HF: 14 upvotes; no substantive discussion collected. The useful design is evidence-based follow-up; reported maximum gains should not be assumed on every repository.

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