Spreadsheet Agent Skills on SpreadsheetBench (in-distribution)
48.33Vrf ScoreHuman-Written
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Human-WrittenSkill User=Qwen3.5-122B-A10B2026.03 | 48.33 | 36.3 | 17.03 | |
| No SkillSkill User=Qwen3.5-122B-A10B2026.03 | 27.67 | 28.9 | 17.57 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-35B-A3B, Condition=Deepening (init: Human-Written), Refinement Component=+Error2026.03 | 27 | 9.44 | 2.86 | |
| ParametricSkill User=Qwen3.5-122B-A10B2026.03 | 26.17 | 36.6 | 17.5 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Condition=Creation (init: Parametric), Refinement Component=+Error2026.03 | 22.83 | 3.77 | 5.87 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Condition=Deepening (init: Human-Written), Refinement Component=+Combined2026.03 | 21.5 | 10.87 | 12.5 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-35B-A3B, Condition=Deepening (init: Human-Written), Refinement Component=+Combined2026.03 | 21.16 | 8.84 | 1.8 | |
| ParametricSkill User=Qwen3.5-35B-A3B2026.03 | 20.17 | 13.7 | 3.87 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Condition=Deepening (init: Human-Written), Refinement Component=+Combined2026.03 | 20 | 5.77 | 2.36 | |
| No SkillSkill User=Qwen3.5-35B-A3B2026.03 | 19 | 18 | 4.6 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Condition=Deepening (init: Human-Written), Refinement Component=+Error2026.03 | 17.5 | 10.3 | 10.4 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Condition=Deepening (init: Human-Written), Refinement Component=+Error2026.03 | 17.33 | 9.17 | 4.83 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-122B-A10B, Condition=Deepening (init: Human-Written), Refinement Component=+Error2026.03 | 16.67 | 8.5 | 8.14 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Condition=Creation (init: Parametric), Refinement Component=+Success2026.03 | 15.33 | -0.93 | 4.33 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-35B-A3B, Condition=Creation (init: Parametric), Refinement Component=+Success2026.03 | 12.83 | 11.57 | 6.13 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Condition=Deepening (init: Human-Written), Refinement Component=+Success2026.03 | 11 | 3.64 | 0.83 | |
| Human-WrittenSkill User=Qwen3.5-35B-A3B2026.03 | 9.67 | 13.03 | 3.37 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-35B-A3B, Condition=Deepening (init: Human-Written), Refinement Component=+Success2026.03 | 9.16 | 3.57 | 1.56 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-35B-A3B, Condition=Creation (init: Parametric), Refinement Component=+Error2026.03 | 8.66 | 9.53 | 4 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-122B-A10B, Condition=Deepening (init: Human-Written), Refinement Component=+Combined2026.03 | 6.67 | 3.87 | 4.17 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Condition=Creation (init: Parametric), Refinement Component=+Success2026.03 | 5.66 | 5.8 | 2.63 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-122B-A10B, Condition=Creation (init: Parametric), Refinement Component=+Success2026.03 | 5.33 | -4.57 | 2.43 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Condition=Creation (init: Parametric), Refinement Component=+Error2026.03 | 3.83 | 7.3 | 2.66 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-122B-A10B, Condition=Creation (init: Parametric), Refinement Component=+Error2026.03 | 1 | -7.7 | 1.03 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Condition=Creation (init: Parametric), Refinement Component=+Combined2026.03 | 0.16 | -9.23 | -1.4 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-35B-A3B, Condition=Creation (init: Parametric), Refinement Component=+Combined2026.03 | -0.17 | 4.4 | 1.26 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-122B-A10B, Condition=Creation (init: Parametric), Refinement Component=+Combined2026.03 | -0.84 | -9.17 | -1.63 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-35B-A3B, Condition=Creation (init: Parametric), Refinement Component=+Combined2026.03 | -1.17 | 3.73 | 1.36 | |
| Trace2SkillSkill Author=Qwen3.5-122B-A10B, Skill User=Qwen3.5-122B-A10B, Condition=Deepening (init: Human-Written), Refinement Component=+Success2026.03 | -21.83 | -8.57 | 0.04 | |
| Trace2SkillSkill Author=Qwen3.5-35B-A3B, Skill User=Qwen3.5-122B-A10B, Condition=Deepening (init: Human-Written), Refinement Component=+Success2026.03 | -22 | -8.83 | -0.5 |