AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
Part of τ-bench (TAU-bench), a benchmark for Tool-Agent-User interaction in real-world domains. The airline domain evaluates language agents' ability to interact with users through dynamic conversations while following domain-specific rules and using API tools. Agents must handle airline-related tasks and policies reliably.
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Claude Sonnet 4.5 | 0.7 | Not recorded | Not recorded | 2025-09-29 · model_announcement | LLM Stats |
| MiniMax M1 80K | 0.62 | Not recorded | Not recorded | 2025-06-16 · model_announcement | LLM Stats |
| GLM-4.5-Air | 0.608 | Not recorded | Not recorded | 2025-07-28 · model_announcement | LLM Stats |
| GLM-4.5 | 0.604 | Not recorded | Not recorded | 2025-07-28 · model_announcement | LLM Stats |
| MiniMax M1 40K | 0.6 | Not recorded | Not recorded | 2025-06-16 · model_announcement | LLM Stats |
| Claude Sonnet 4 | 0.6 | Not recorded | Not recorded | 2025-05-22 · model_announcement | LLM Stats |
| Qwen3-Coder 480B A35B Instruct | 0.6 | Not recorded | Not recorded | 2025-01-31 · model_announcement | LLM Stats |
| Claude Opus 4 | 0.596 | Not recorded | Not recorded | 2025-05-22 · model_announcement | LLM Stats |
| Claude 3.7 Sonnet | 0.584 | Not recorded | Not recorded | 2025-02-24 · model_announcement | LLM Stats |
| Claude Opus 4.1 | 0.56 | Not recorded | Not recorded | 2025-08-05 · model_announcement | LLM Stats |
| GPT-4.5 | 0.5 | Not recorded | Not recorded | 2025-02-27 · model_announcement | LLM Stats |
| o1 | 0.5 | Not recorded | Not recorded | 2024-12-17 · model_announcement | LLM Stats |
| GPT-4.1 | 0.494 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| o4-mini | 0.492 | Not recorded | Not recorded | 2025-04-16 · model_announcement | LLM Stats |
| Qwen3-Next-80B-A3B-Thinking | 0.49 | Not recorded | Not recorded | 2025-09-10 · model_announcement | LLM Stats |
| Qwen3-235B-A22B-Thinking-2507 | 0.46 | Not recorded | Not recorded | 2025-07-25 · model_announcement | LLM Stats |
| Claude 3.5 Sonnet | 0.46 | Not recorded | Not recorded | 2024-10-22 · model_announcement | LLM Stats |
| Qwen3-Next-80B-A3B-Instruct | 0.44 | Not recorded | Not recorded | 2025-09-10 · model_announcement | LLM Stats |
| GPT-4o | 0.428 | Not recorded | Not recorded | 2024-08-06 · model_announcement | LLM Stats |
| GPT-4.1 mini | 0.36 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| o3-mini | 0.324 | Not recorded | Not recorded | 2025-01-30 · model_announcement | LLM Stats |
| Claude 3.5 Haiku | 0.228 | Not recorded | Not recorded | 2024-10-22 · model_announcement | LLM Stats |
| GPT-4.1 nano | 0.14 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |