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Overall Spreadsheet Performance on SpreadsheetBench and WikiTableQuestions Combined

58.32Average ScoreSkillCAT
6.78820.166533.54546.9235Jun 11, 2026

Evaluation results

MethodLinks
SkillCATSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Setting=Deepening2026.0658.32
Trace2Skill +Comb.Skill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Setting=Deepening2026.0656.44
SkillCATSkill Author=Qwen3.5-122B-A10B, Skill User=gemma-4-31B-it, Setting=Deepening2026.0655.88
SkillCATSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Setting=Creation2026.0653.54
SkillCATSkill Author=Qwen3.5-35B-A3B, Skill User=gemma-4-31B-it, Setting=Deepening2026.0653.23
SkillCATSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Setting=Deepening2026.0649.17
No-SkillSkill Author=Qwen3.5-35B-A3B, Skill User=gemma-4-31B-it, Setting=Deepening2026.0646.92
No-SkillSkill Author=Qwen3.5-122B-A10B, Skill User=gemma-4-31B-it, Setting=Deepening2026.0646.92
SkillCATSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Setting=Creation2026.0646.52
Human-WrittenSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Setting=Deepening2026.0644.09
Human-WrittenSkill Author=Qwen3.5-35B-A3B, Skill User=gemma-4-31B-it, Setting=Deepening2026.0639.57
Human-WrittenSkill Author=Qwen3.5-122B-A10B, Skill User=gemma-4-31B-it, Setting=Deepening2026.0639.57
SkillCATSkill Author=Qwen3.5-35B-A3B, Skill User=gpt-5.4-mini, Setting=Deepening2026.0633.52
SkillCATSkill Author=Qwen3.5-122B-A10B, Skill User=gpt-5.4-mini, Setting=Deepening2026.0633.06
Trace2Skill +Comb.Skill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Setting=Creation2026.0631.46
Human-WrittenSkill Author=Qwen3.5-35B-A3B, Skill User=gpt-5.4-mini, Setting=Deepening2026.0628.3
Human-WrittenSkill Author=Qwen3.5-122B-A10B, Skill User=gpt-5.4-mini, Setting=Deepening2026.0628.3
Trace2Skill +Comb.Skill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Setting=Deepening2026.0626.36
ParametricSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Setting=Creation2026.0626
Trace2Skill +Comb.Skill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Setting=Creation2026.0620.34
No-SkillSkill Author=Qwen3.5-35B-A3B, Skill User=gpt-5.4-mini, Setting=Deepening2026.0618.8
No-SkillSkill Author=Qwen3.5-122B-A10B, Skill User=gpt-5.4-mini, Setting=Deepening2026.0618.8
ParametricSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Setting=Creation2026.0614.47
Human-WrittenSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Setting=Deepening2026.068.77