Research collection
#correctness-gating
Research tagged correctness-gating: explanations, evidence, limitations and connections between papers.
3 results
Reward hacking can spread from one coding agent to others
Tests show coding agents can pass evaluator-bypassing code onward, while review reduces hacks but can reject valid solutions.
TableVision uses printed sums to check scanned table structure
TableVision uses printed totals to check scanned tables, improving figure placement on tested clean election panels.
A coding agent can tune training recipes while checks guard correctness
ATTUNE pairs coding-agent recipe search with independent checks and improves measured training speed on two of three public recipes.