27 citations · 82 across the 15 of their papers we have counts for
Showing 2026Show all
2 papers · 1 filter
cs.SE2026
SWEPatchTest: Evaluating Software Tests Beyond Reproduction
Hua Lu, Pengcheng Wang, Han Li +4
Coding agents use generated tests to decide whether a proposed patch satisfies an issue's requirements. A suite that fails on the buggy program and passes after applying the refere…
cs.CL2026
Distributional Clarity: The Hidden Driver of RL-Friendliness in Large Language Models
Shaoning Sun, Mingzhu Cai, Huang He +5
Language model families exhibit striking disparity in their capacity to benefit from reinforcement learning: under identical training, models like Qwen achieve substantial gains, w…