ResearchBenchmarksSoftware Engineering on SWE-bench Lite (test)Software Engineering on SWE-bench Lite (test)Follow62.7Resolve RateaTTT34.51641.83349.1556.467Jul 3, 2026Evaluation resultsMethodMethodLinksResolve RateaTTTBackbone=Qwen3.5-27B,...Backbone=Qwen3.5-27B, Adaptation method=aTTT, Signal=Summary2026.0762.7No TTTBackbone=Qwen3.5-27B,...Backbone=Qwen3.5-27B, Adaptation method=No TTT2026.0757.8aTTTBackbone=Qwen3.5-9B, A...Backbone=Qwen3.5-9B, Adaptation method=aTTT, Signal=Summary2026.0738.4No TTTBackbone=Qwen3.5-9B, A...Backbone=Qwen3.5-9B, Adaptation method=No TTT2026.0735.6