AutomationBench (600 public tasks)

Subset of AutomationBench's 600 public tasks.

Category
Tool use
Unit
Percent (%)
Higher is better
Comparison groups
2total
All model rankings (records) · Ranked results: 2

All model rankings (records)

These rankings are recalculated by comparison group including legacy models and models unavailable in Claude Code / Codex. They differ from the rankings above because the set of models differs.

Show rankings including legacy and unavailable models (entries: 2)

official results (Kimi K3 (Hugging Face model card, moonshotai))

RankModeleffortScoreSource cost (metric)measured/reported bysource
1Kimi K3Max30.8%—Moonshot AIKimi K3 (Hugging Face model card, moonshotai)Retrieved 2026-11-13 · Vendor-reported value (self-reported by Moonshot AI). Table note: All Kimi K3 results are obtained with reasoning effort set to 'max' and temperature = 1.0. Subset of 600 public tasks; official GitHub configuration.
Source excerptAutomationBench | 30.8Location HF model card "3. Evaluation Results" table, AutomationBench row, Kimi K3 (max) column (leftmost numeric column). Supporting footnote: Agentic / AutomationBench

official results (Qwen3.8-2.4T-A95B (Hugging Face model card, Qwen))

RankModeleffortScoreSource cost (metric)measured/reported bysource
1Qwen3.8-Maxnot stated27.3%—Alibaba (Qwen)Qwen3.8-2.4T-A95B (Hugging Face model card, Qwen)Retrieved 2026-11-13 · Vendor-reported value (self-reported by Alibaba's Qwen team). Table column is Qwen3.8-Max (card: Qwen3.8-Max is the official version based on Qwen3.8-2.4T-A95B). Effort not stated (the default for reasoning_effort is xhigh). Subset of 600 public tasks.
Source excerptAutomation-Bench (Pass@1) | 27.3Location HF model card "Benchmark Results" table, Automation-Bench (Pass@1) row, Qwen3.8-Max column (rightmost). Basis: note below the table 16