ResearchBenchmarksAlignment on Arena-Hard (hard prompt gemini)Alignment on Arena-Hard (hard prompt gemini)Follow70.4Hard Prompt Gemini ScoreSnapMLA54.90458.92762.9566.973Feb 11, 2026Evaluation resultsMethodMethodLinksHard Prompt Gemini ScoreSnapMLABackbone=LongCat-Flash...Backbone=LongCat-Flash-thinking, Precision=FP82026.0270.4FlashMLABackbone=LongCat-Flash...Backbone=LongCat-Flash-thinking, Precision=BF162026.0269.9FlashMLABackbone=DeepSeek-V3.1...Backbone=DeepSeek-V3.1, Precision=BF162026.0257.1SnapMLABackbone=DeepSeek-V3.1...Backbone=DeepSeek-V3.1, Precision=FP82026.0255.5