41.2%
Average · rank 27 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.1
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
16.2%
Front end (SWE-Bench Multimodal) · rank 34 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.1
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
18.8%
Greenfield (Commit0) · rank 21 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.1
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
40.6%
Information gathering (GAIA) · rank 27 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.1
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
68.8%
Issue resolution (SWE-Bench) · rank 27 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.1
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
61.4%
Testing (SWT-Bench) · rank 23 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.1
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
31.0%
Requested-length error · rank 258 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- MiniMax M2.1
- Measured
- 28 Jan 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.41
Style adherence · rank 13 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- MiniMax M2.1
- Measured
- 28 Jan 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
41.6
Writing score · rank 201 of 370
- Unit
- score out of 100, higher is better
- Configuration
- MiniMax M2.1
- Measured
- 28 Jan 2026
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
98.5%
Answer rate · rank 78 of 108
- Unit
- % of documents, higher is better
- Configuration
- MiniMax M2.1
- Measured
- 22 Sep 2026
- Not shown
- Not a quality score: a low rate usually means content filters were triggered, and hallucination rates are measured on answered documents only.
11.8%
Hallucination rate · rank 76 of 108
- Unit
- % of summaries, lower is better
- Configuration
- MiniMax M2.1
- Measured
- 22 Sep 2026
- Not shown
- Not errors in open questions or other tasks: only summarisation, judged by Vectara's own model (HHEM-2.3), not by people, on news-style documents rather than your data.