1,422
Overall · rank 108 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,419 to 1,425
- Sample
- 77589 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not an error rate: claims that cannot be checked on the web are skipped, and preference still carries most of the weight.
1,423
Business, management and finance · rank 99 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,417 to 1,429
- Sample
- 15280 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,363
Creative writing · rank 138 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,357 to 1,370
- Sample
- 13052 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,452
Expert prompts · rank 83 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,445 to 1,460
- Sample
- 7744 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,407
Instruction following · rank 107 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,402 to 1,412
- Sample
- 26099 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,415
Overall · rank 120 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,411 to 1,418
- Sample
- 77968 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,386
Writing, literature and language · rank 121 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,380 to 1,391
- Sample
- 18793 votes
- Configuration
- MiniMax M2.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
43.4%
Average · rank 25 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.7
- 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.
27.9%
Front end (SWE-Bench Multimodal) · rank 24 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.7
- 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-m2.7
- 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.
25.5%
Information gathering (GAIA) · rank 31 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.7
- 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.
75.6%
Issue resolution (SWE-Bench) · rank 10 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.7
- 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.
69.1%
Testing (SWT-Bench) · rank 15 of 34
- Unit
- % resolved, higher is better
- Configuration
- minimax-m2.7
- 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.
36.0%
Requested-length error · rank 281 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- MiniMax M2.7
- Measured
- 16 Apr 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.38
Style adherence · rank 52 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- MiniMax M2.7
- Measured
- 16 Apr 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
37.6
Writing score · rank 230 of 370
- Unit
- score out of 100, higher is better
- Configuration
- MiniMax M2.7
- Measured
- 16 Apr 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.
99.4%
Answer rate · rank 58 of 108
- Unit
- % of documents, higher is better
- Configuration
- MiniMax M2.7
- 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.
12.9%
Hallucination rate · rank 86 of 108
- Unit
- % of summaries, lower is better
- Configuration
- MiniMax M2.7
- 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.