STATE-Bench Main 0.7.0
Agents complete enterprise tasks in travel, customer support, and shopping. The score is overall pass@1 for this track and version.
The first dated submission is 2026-05.
- Made by
- Microsoft
- Released
- May 2026
- Kind
- Customer service
- Level
- Expert
- Scored
- Graded by a model
- Answers
- Agent task
- Tasks
- All public
- Strongest model tested
- GPT-5.4 #27 on the capability index
- Last model added
- April 2026
- Scores refreshed
- November 12th, 2026
GPT-5.4 leads with 55.7% among models released by April 2026
Best score per model from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best.
The newest model with a score here came out in April 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- Claude Fable 5.2
-
Gemini 4 Carbon
- GPT-6 Astra
- Claude Opus 5.5
- and 16 more
- 1 GPT-5.4 high 55.7%
- 2 Claude Opus 4.7 high 53.4%
- 3 Kimi K2.6 48.3%
- 4
DeepSeek-V4-Pro 47.2%
Source: Official STATE-Bench Main 0.7.0 leaderboard
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | GPT-5.4 | 55.7% | high | Mar 2026 | Official leaderboard |
| 2 | Claude Opus 4.7 | 53.4% | high | Apr 2026 | Official leaderboard |
| 3 | Kimi K2.6 | 48.3% | Apr 2026 | Official leaderboard | |
| 4 | | 47.2% | Apr 2026 | Official leaderboard |
Number one over time
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official STATE-Bench Main 0.7.0 leaderboard
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official STATE-Bench Main 0.7.0 leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
Versions
More in Tool use
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Gemini 4 Carbon 53.9%
- MCP Atlas In use Multi-step workflows over real MCP servers. Scores tool-use competency on realistic tasks.
Gemini 4 Argon 90.7%
- BFCL V4 In use Models call functions and tools, including multi-turn agentic tasks with web search and memory. Checked against expected calls and outcomes.
Qwen3.7-Max 75%
- τ³-bench Banking In use Agents act as banking customer-service reps over many turns with a simulated user, following policy. Pass^1 on the final database state.
Qwen 3.8 Max 55.1%
- Toolathlon-Verified In use 108 long-horizon tasks across 32 apps through about 600 MCP tools. Execution-based checkers inspect final environment state. GLM-5.3-Flash 78.4%
- DeepSearchQA In use Questions that need multi-step search and synthesis. Final answers graded against references. Kimi K3 95%