1,494
Overall · rank 1 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,488 to 1,500
- Sample
- 41260 votes
- Configuration
- Claude Opus 4.6
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,495
Overall · rank 1 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,489 to 1,502
- Sample
- 27929 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,223
Overall · rank 2 of 34
- Unit
- Arena rating, higher is better
- Range
- 1,218 to 1,228
- Sample
- 134699 votes
- Configuration
- Claude Opus 4.6
- Measured
- 24 Aug 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,488
Overall · rank 3 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,486 to 1,491
- Sample
- 80466 votes
- Configuration
- Claude Opus 4.6
- 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.
1,494
Overall · rank 1 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,491 to 1,497
- Sample
- 76191 votes
- Configuration
- Claude Opus 4.6 (high)
- 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.
1,501
Business, management and finance · rank 1 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,507
- Sample
- 16124 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,501
Business, management and finance · rank 1 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,507
- Sample
- 15222 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,478
Creative writing · rank 4 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,472 to 1,484
- Sample
- 13722 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,501
Creative writing · rank 1 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,494 to 1,507
- Sample
- 13637 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,533
Expert prompts · rank 1 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,526 to 1,541
- Sample
- 8315 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,547
Expert prompts · rank 1 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,539 to 1,555
- Sample
- 6977 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,500
Instruction following · rank 2 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,505
- Sample
- 27183 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,513
Instruction following · rank 1 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,508 to 1,519
- Sample
- 24708 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,498
Overall · rank 2 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,494 to 1,501
- Sample
- 80836 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,505
Overall · rank 1 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,502 to 1,509
- Sample
- 76518 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,490
Writing, literature and language · rank 2 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,485 to 1,496
- Sample
- 19764 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,500
Writing, literature and language · rank 1 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,506
- Sample
- 19461 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
66.7%
Average · rank 4 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.6
- 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.
41.8%
Front end (SWE-Bench Multimodal) · rank 5 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.6
- 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.
56.2%
Greenfield (Commit0) · rank 3 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.6
- 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.
80.0%
Information gathering (GAIA) · rank 7 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.6
- 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.
76.8%
Issue resolution (SWE-Bench) · rank 6 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.6
- 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.
78.8%
Testing (SWT-Bench) · rank 6 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.6
- 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.
11.3%
Consistency (pass^4) · rank 15 of 21
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 May 2026
- Not shown
- Not your policies or customers: the tasks and policies are tau2's own, and the customer is simulated by gpt-5.2.
27.3%
Task success (pass^1) · rank 14 of 21
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 May 2026
- Not shown
- Not your policies or customers: the tasks and policies are tau2's own, and the customer is simulated by gpt-5.2.
5.0%
Requested-length error · rank 34 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
4.0%
Requested-length error · rank 28 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
3.0%
Requested-length error · rank 18 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
4.0%
Requested-length error · rank 28 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.41
Style adherence · rank 7 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.40
Style adherence · rank 30 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.41
Style adherence · rank 14 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.41
Style adherence · rank 12 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
70.9
Writing score · rank 17 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 6 Feb 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.
66.1
Writing score · rank 55 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 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.
70.7
Writing score · rank 18 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 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.
69.0
Writing score · rank 30 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.6
- Measured
- 6 Feb 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.
99.8%
Answer rate · rank 34 of 108
- Unit
- % of documents, higher is better
- Configuration
- Claude Opus 4.6
- 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.
12.2%
Hallucination rate · rank 83 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Claude Opus 4.6
- 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.