1,465
Overall · rank 11 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,454 to 1,475
- Sample
- 7981 votes
- Configuration
- Claude Opus 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.
1,187
Overall · rank 11 of 34
- Unit
- Arena rating, higher is better
- Range
- 1,181 to 1,193
- Sample
- 61573 votes
- Configuration
- Claude Opus 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.
1,459
Overall · rank 35 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,456 to 1,462
- Sample
- 71633 votes
- Configuration
- Claude Opus 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.
1,459
Overall · rank 32 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,456 to 1,463
- Sample
- 36596 votes
- Configuration
- Claude Opus 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.
1,472
Business, management and finance · rank 15 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,466 to 1,478
- Sample
- 14086 votes
- Configuration
- Claude Opus 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.
1,467
Business, management and finance · rank 20 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,460 to 1,475
- Sample
- 7034 votes
- Configuration
- Claude Opus 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.
1,461
Creative writing · rank 12 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,455 to 1,468
- Sample
- 11375 votes
- Configuration
- Claude Opus 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.
1,469
Creative writing · rank 6 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,461 to 1,477
- Sample
- 5680 votes
- Configuration
- Claude Opus 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.
1,503
Expert prompts · rank 13 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,494 to 1,511
- Sample
- 5682 votes
- Configuration
- Claude Opus 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.
1,503
Expert prompts · rank 13 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,491 to 1,515
- Sample
- 2424 votes
- Configuration
- Claude Opus 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.
1,475
Instruction following · rank 13 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,470 to 1,480
- Sample
- 21786 votes
- Configuration
- Claude Opus 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
Instruction following · rank 7 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,477 to 1,490
- Sample
- 9875 votes
- Configuration
- Claude Opus 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.
1,470
Overall · rank 27 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,467 to 1,473
- Sample
- 72766 votes
- Configuration
- Claude Opus 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.
1,474
Overall · rank 21 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,470 to 1,477
- Sample
- 37468 votes
- Configuration
- Claude Opus 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.
1,467
Writing, literature and language · rank 15 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,461 to 1,472
- Sample
- 16876 votes
- Configuration
- Claude Opus 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.
1,466
Writing, literature and language · rank 14 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,459 to 1,473
- Sample
- 8564 votes
- Configuration
- Claude Opus 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.
84.7%
Irrelevance detection · rank 35 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
90.8%
Irrelevance detection · rank 14 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
73.8%
Memory · rank 1 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
1.9%
Memory · rank 102 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
68.4%
Multi-turn tasks · rank 4 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
16.1%
Multi-turn tasks · rank 56 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
77.5%
Overall accuracy · rank 1 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-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.
33.5%
Overall accuracy · rank 57 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-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.
62.5%
Relevance detection · rank 91 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
68.8%
Relevance detection · rank 80 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
88.6%
Single-turn calls (curated) · rank 15 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-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.
89.7%
Single-turn calls (curated) · rank 5 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-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.
79.8%
Single-turn calls (user-contributed) · rank 14 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-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.
76.0%
Single-turn calls (user-contributed) · rank 35 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-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.
84.5%
Web search · rank 1 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
13.0%
Web search · rank 52 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
60.6%
Average · rank 8 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-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.
41.2%
Front end (SWE-Bench Multimodal) · rank 6 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-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.
37.5%
Greenfield (Commit0) · rank 10 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-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.
69.1%
Information gathering (GAIA) · rank 13 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-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.
76.6%
Issue resolution (SWE-Bench) · rank 8 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-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.
78.5%
Testing (SWT-Bench) · rank 7 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-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.
70.0%
Consistency (pass^4) · rank 2 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
84.0%
Task success (pass^1) · rank 1 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
11.3%
Consistency (pass^4) · rank 15 of 21
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
24.7%
Task success (pass^1) · rank 17 of 21
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
51.8%
Consistency (pass^4) · rank 2 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
79.6%
Task success (pass^1) · rank 3 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
78.1%
Consistency (pass^4) · rank 2 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
92.3%
Task success (pass^1) · rank 2 of 8
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 5 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.
3.0%
Requested-length error · rank 18 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.5
- Measured
- 24 Nov 2025
- 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-4.5
- Measured
- 24 Nov 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
0.37
Style adherence · rank 108 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 24 Nov 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.39
Style adherence · rank 40 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 24 Nov 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
70.4
Writing score · rank 19 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 24 Nov 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.
70.3
Writing score · rank 20 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.5
- Measured
- 24 Nov 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.
98.7%
Answer rate · rank 74 of 108
- Unit
- % of documents, higher is better
- Configuration
- Claude Opus 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.
10.9%
Hallucination rate · rank 70 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Claude Opus 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.