1,408
Overall · rank 127 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,402 to 1,415
- Sample
- 7827 votes
- Configuration
- GPT-4.1
- 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.
1,415
Business, management and finance · rank 107 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,408 to 1,422
- Sample
- 8215 votes
- Configuration
- GPT-4.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,402
Creative writing · rank 79 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,395 to 1,410
- Sample
- 6599 votes
- Configuration
- GPT-4.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,405
Expert prompts · rank 136 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,394 to 1,417
- Sample
- 2592 votes
- Configuration
- GPT-4.1
- 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
Instruction following · rank 111 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,398 to 1,409
- Sample
- 13204 votes
- Configuration
- GPT-4.1
- 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 118 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,411 to 1,419
- Sample
- 50001 votes
- Configuration
- GPT-4.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,405
Writing, literature and language · rank 91 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,399 to 1,412
- Sample
- 11250 votes
- Configuration
- GPT-4.1
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
86.5%
Irrelevance detection · rank 27 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
84.0%
Irrelevance detection · rank 38 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
23.9%
Memory · rank 35 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
21.5%
Memory · rank 41 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
38.9%
Multi-turn tasks · rank 29 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
9.8%
Multi-turn tasks · rank 70 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
54.0%
Overall accuracy · rank 20 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- 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.
39.4%
Overall accuracy · rank 45 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- 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.
87.5%
Relevance detection · rank 27 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
100.0%
Relevance detection · rank 1 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
82.8%
Single-turn calls (curated) · rank 60 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- 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.
88.7%
Single-turn calls (curated) · rank 12 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- 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.
70.0%
Single-turn calls (user-contributed) · rank 59 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- 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.
78.9%
Single-turn calls (user-contributed) · rank 18 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- 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.
68.0%
Web search · rank 18 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
35.0%
Web search · rank 32 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-4.1
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
6.0%
Requested-length error · rank 41 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- GPT-4.1
- Measured
- 24 Sep 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
0.33
Style adherence · rank 266 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- GPT-4.1
- Measured
- 24 Sep 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
67.5
Writing score · rank 44 of 370
- Unit
- score out of 100, higher is better
- Configuration
- GPT-4.1
- Measured
- 24 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.
99.9%
Answer rate · rank 19 of 108
- Unit
- % of documents, higher is better
- Configuration
- GPT-4.1
- 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.
5.6%
Hallucination rate · rank 21 of 108
- Unit
- % of summaries, lower is better
- Configuration
- GPT-4.1
- 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.