{"i":149,"comparison":{"slug":"minimax-m2-5-vs-kimi-k2-5","a":"minimax-m2-5","b":"kimi-k2-5","title":"MiniMax M2.5 vs Kimi K2.5","seoTitle":"MiniMax M2.5 vs Kimi K2.5: measured benchmarks","description":"MiniMax M2.5 vs Kimi K2.5: 3 measured metrics from 2 studies (Resolved rate on the same 33 SWE-bench Verified instances; more), with sample sizes and intervals.","verdict":"MiniMax M2.5 and Kimi K2.5 share 3 measured metrics from 2 studies. No row separates them: every interval or run range overlaps, too few runs were recorded, no interval was recorded, or more is not better for that metric. The rows are 1 tie and 2 unclear; each row says why.","rows":{"$k":["metric","aValue","bValue","unit","aDisplay","bDisplay","winner","basis","studySlug","n","chartId","aN","bN","aContext","bContext","rangeKind","spanKind","aRange","bRange"],"$r":[["Resolved rate on the same 33 SWE-bench Verified instances",0.697,0.697,"rate","70% (23/33)","70% (23/33)","tie","The 95% intervals overlap (MiniMax M2.5 53% to 83%; Kimi K2.5 53% to 83%), so this sample cannot separate them.","swe-bench-verified",33,"swebench-same-instance-leaderboard",33,33,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","ci95","ci95",[0.5266,0.8262],[0.5266,0.8262]],["Model calls per instance",58.4,56.7,"calls","58.4","56.7","unclear","More or fewer calls is not better or worse by itself; this row describes behaviour, not a winner.","swe-bench-verified",33,"swebench-model-calls",33,33,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","\u0001","\u0001","\u0001","\u0001"],["Recorded cost per resolved instance: Agent vs the public panel",0.107,0.256,"usd","$0.11","$0.26","unclear","No interval or range was recorded for either side, so the gap ($0.11 vs $0.26, 2.4x) is not tested against run-to-run variation.","cost-thought-experiments",23,"cost-per-resolved-agent-vs-panel",23,23,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","\u0001","\u0001","\u0001","\u0001"]]}}}