T1-Bench - Tool Output Match: leaderboard
T1-Bench (2026) tests tool-using assistants in multi-turn customer-service conversations across 11 service domains and 14 multi-domain combinations, with a simulated user following a written policy and three trials per conversation. This board is the percentage of reference tool outputs that the conversation reproduces exactly; higher is better.
Metric: Exact-match rate (%) of ground-truth tool outputs reproduced by some tool call in the conversation; T1-Bench: 525 multi-turn customer-service conversations over 25 domain settings (11 single domains and 14 combinations of 2 to 11 domains, 76 tools), a Gemma4-26B-A4B-it user simulator, three trials per conversation at temperature 1.0; averages weighted by conversations per setting; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 12 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemma 4 31B (IT) | 82.85 | #342 |
| 2 | Gemma 4 26B A4B (IT) | 79.88 | #549 |
| 3 | gemma-4-E4B-it | 79.88 | #1469 |
| 4 | Claude Sonnet 4.5 | 79.28 | #250 |
| 5 | Claude Opus 4.6 | 79 | #102 |
| 6 | Claude Haiku 4.5 | 78.95 | #568 |
| 7 | GPT-OSS-120B (High) | 78.19 | #700 (GPT-OSS-120B) |
| 8 | Gemma 4 E2B (IT) | 76.39 | #2303 |
| 9 | GPT-5.4 (Low) | 68.89 | #123 (GPT-5.4) |
| 10 | GPT-5.4 Mini (Low) | 63.77 | #389 (GPT-5.4 Mini) |
| 11 | GPT-OSS-20B (High) | 57.49 | #1147 (GPT-OSS-20B) |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=t1-bench-tool-output-match · How It Works · Data refreshed daily, snapshot 2026-11-13.