BrowseComp

Agent tasks that search the Web for answers.

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 K3.1 Pro (Hugging Face model card, moonshotai))

RankModeleffortScoreSource cost (metric)measured/reported bysource
1Kimi K3.1 ProMax92.1%—Moonshot AIKimi K3.1 Pro (Hugging Face model card, moonshotai)Retrieved 2026-11-13 · Vendor-reported value (self-reported by Moonshot AI). Table column heading Kimi K3.1 Pro (max), table note: all Kimi K3.1 Pro results use reasoning effort max, temperature 1.0, top-p 0.95. Context compression at 200K tokens; maximum 500 steps; top-p 1.0.
Source excerptBrowseComp | 92.1Location HF model card "3. Evaluation Results" table, BrowseComp row, Kimi K3.1 Pro (max) column (leftmost numeric column). Supporting footnote: Agentic 9

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

RankModeleffortScoreSource cost (metric)measured/reported bysource
1Kimi K3Max91.2%—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. Context compression at 300K tokens (90.4 is separately stated for 1M without context management).
Source excerptBrowseComp | 91.2Location HF model card "3. Evaluation Results" table, BrowseComp row, Kimi K3 (max) column (leftmost numeric column). Supporting footnote: Agentic / BrowseComp