Nanbeige4.3 Release - Toolathlon-Verified: leaderboard

Toolathlon-Verified tool-use workflow tasks, with no max_tokens cap on individual model requests. Score (%), higher is better. Nanbeige4.3-33B release card (Hugging Face, 2026-10-25): Nanbeige ran all four models (Nanbeige4.3-33B, Qwen3.8-27B, Muse-Glimmer-30B, Gemma4-31B) at their highest thinking effort with one harness and one set of inference settings per benchmark; effort names, sampling and run counts are not stated.

Metric: Score (%). Source: huggingface.co. Saturation forecast: Around February 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Nanbeige4.3-33B70.4#135
2Qwen 3.8 27B68.5#123
3Muse Glimmer 30B47.2#191
4Gemma 4 31B27.8#212

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=nanbeige4-3-release-toolathlon-verified · How It Works · Data refreshed daily, snapshot 2026-11-05.