1,437
Overall · rank 78 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,434 to 1,440
- Sample
- 47043 votes
- Configuration
- DeepSeek V3.2
- 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.
1,433
Overall · rank 84 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,429 to 1,436
- Sample
- 41092 votes
- Configuration
- DeepSeek V3.2
- 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.
1,422
Business, management and finance · rank 100 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,415 to 1,428
- Sample
- 9053 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,423
Business, management and finance · rank 99 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,416 to 1,430
- Sample
- 8104 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,400
Creative writing · rank 79 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,393 to 1,408
- Sample
- 6859 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,391
Creative writing · rank 94 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,383 to 1,399
- Sample
- 6383 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,448
Expert prompts · rank 84 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,438 to 1,458
- Sample
- 3419 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,453
Expert prompts · rank 77 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,442 to 1,464
- Sample
- 2880 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,420
Instruction following · rank 86 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,414 to 1,426
- Sample
- 13530 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,420
Instruction following · rank 87 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,414 to 1,425
- Sample
- 11720 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,425
Overall · rank 105 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,421 to 1,428
- Sample
- 48010 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,423
Overall · rank 109 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,419 to 1,426
- Sample
- 41980 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,410
Writing, literature and language · rank 86 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,403 to 1,416
- Sample
- 10655 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,403
Writing, literature and language · rank 91 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,397 to 1,410
- Sample
- 9719 votes
- Configuration
- DeepSeek V3.2
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
45.7%
Average · rank 21 of 34
- Unit
- % resolved, higher is better
- Configuration
- deepseek-v3.2
- 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
- deepseek-v3.2
- 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.
25.0%
Greenfield (Commit0) · rank 14 of 34
- Unit
- % resolved, higher is better
- Configuration
- deepseek-v3.2
- 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.
50.3%
Information gathering (GAIA) · rank 22 of 34
- Unit
- % resolved, higher is better
- Configuration
- deepseek-v3.2
- 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.
71.6%
Issue resolution (SWE-Bench) · rank 24 of 34
- Unit
- % resolved, higher is better
- Configuration
- deepseek-v3.2
- 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.
53.6%
Testing (SWT-Bench) · rank 25 of 34
- Unit
- % resolved, higher is better
- Configuration
- deepseek-v3.2
- 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.
26.0%
Requested-length error · rank 233 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- deepseek-v3.2
- Measured
- 3 Dec 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
29.0%
Requested-length error · rank 248 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- DeepSeek V3.2
- Measured
- 3 Dec 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
0.34
Style adherence · rank 232 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- deepseek-v3.2
- Measured
- 3 Dec 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.36
Style adherence · rank 111 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- DeepSeek V3.2
- Measured
- 3 Dec 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
56.3
Writing score · rank 124 of 370
- Unit
- score out of 100, higher is better
- Configuration
- deepseek-v3.2
- Measured
- 3 Dec 2025
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
57.3
Writing score · rank 117 of 370
- Unit
- score out of 100, higher is better
- Configuration
- DeepSeek V3.2
- Measured
- 3 Dec 2025
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
92.6%
Answer rate · rank 98 of 108
- Unit
- % of documents, higher is better
- Configuration
- DeepSeek V3.2
- 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.
6.3%
Hallucination rate · rank 27 of 108
- Unit
- % of summaries, lower is better
- Configuration
- DeepSeek V3.2
- 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.