1,449
Overall · rank 20 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,443 to 1,455
- Sample
- 31455 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,175
Overall · rank 21 of 34
- Unit
- Arena rating, higher is better
- Range
- 1,170 to 1,180
- Sample
- 127378 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 24 Aug 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,449
Overall · rank 54 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,446 to 1,451
- Sample
- 77332 votes
- Configuration
- Claude Sonnet 4.5
- 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.
1,447
Overall · rank 54 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,444 to 1,449
- Sample
- 74579 votes
- Configuration
- Claude Sonnet 4.5
- 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.
1,461
Business, management and finance · rank 33 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,455 to 1,466
- Sample
- 15821 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,459
Business, management and finance · rank 35 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,453 to 1,464
- Sample
- 16014 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,454
Creative writing · rank 18 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,448 to 1,460
- Sample
- 12359 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,450
Creative writing · rank 20 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,444 to 1,456
- Sample
- 12639 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,483
Expert prompts · rank 35 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,475 to 1,491
- Sample
- 6139 votes
- Configuration
- Claude Sonnet 4.5
- 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
Expert prompts · rank 17 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,490 to 1,506
- Sample
- 6061 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,462
Instruction following · rank 28 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,457 to 1,466
- Sample
- 24284 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,464
Instruction following · rank 24 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,459 to 1,468
- Sample
- 24600 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,455
Overall · rank 53 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,452 to 1,458
- Sample
- 82451 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,457
Overall · rank 53 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,454 to 1,459
- Sample
- 83689 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,454
Writing, literature and language · rank 27 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,449 to 1,459
- Sample
- 18925 votes
- Configuration
- Claude Sonnet 4.5
- 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
Writing, literature and language · rank 28 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,447 to 1,457
- Sample
- 19307 votes
- Configuration
- Claude Sonnet 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
86.6%
Irrelevance detection · rank 26 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
95.0%
Irrelevance detection · rank 5 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
65.0%
Memory · rank 2 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
5.4%
Memory · rank 89 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
61.4%
Multi-turn tasks · rank 9 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
1.6%
Multi-turn tasks · rank 97 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
73.2%
Overall accuracy · rank 2 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not a neutral average: the weighting is BFCL's. Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
24.9%
Overall accuracy · rank 89 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not a neutral average: the weighting is BFCL's. Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
68.8%
Relevance detection · rank 80 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
37.5%
Relevance detection · rank 103 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
88.7%
Single-turn calls (curated) · rank 13 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
59.8%
Single-turn calls (curated) · rank 97 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
81.1%
Single-turn calls (user-contributed) · rank 7 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
46.6%
Single-turn calls (user-contributed) · rank 102 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
81.0%
Web search · rank 6 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
16.0%
Web search · rank 47 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
53.0%
Average · rank 15 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-sonnet-4.5
- 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.
36.8%
Front end (SWE-Bench Multimodal) · rank 11 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-sonnet-4.5
- 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.
12.5%
Greenfield (Commit0) · rank 25 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-sonnet-4.5
- 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.
72.7%
Information gathering (GAIA) · rank 10 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-sonnet-4.5
- 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.
74.2%
Issue resolution (SWE-Bench) · rank 17 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-sonnet-4.5
- 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%
Testing (SWT-Bench) · rank 16 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-sonnet-4.5
- 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.
48.0%
Consistency (pass^4) · rank 7 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
72.0%
Task success (pass^1) · rank 7 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
10.3%
Consistency (pass^4) · rank 1 of 3
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
25.3%
Task success (pass^1) · rank 2 of 3
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
39.5%
Consistency (pass^4) · rank 8 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
72.4%
Task success (pass^1) · rank 8 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
64.0%
Consistency (pass^4) · rank 6 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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.
84.9%
Task success (pass^1) · rank 7 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 24 Feb 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-sonnet-4.5
- Measured
- 30 Sep 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
8.0%
Requested-length error · rank 55 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-sonnet-4.5
- Measured
- 30 Sep 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
0.38
Style adherence · rank 71 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 30 Sep 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.41
Style adherence · rank 16 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 30 Sep 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
66.9
Writing score · rank 49 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 30 Sep 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.
64.2
Writing score · rank 73 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-sonnet-4.5
- Measured
- 30 Sep 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.
95.6%
Answer rate · rank 90 of 108
- Unit
- % of documents, higher is better
- Configuration
- Claude Sonnet 4.5
- 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.
12.0%
Hallucination rate · rank 78 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Claude Sonnet 4.5
- 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.