1,339
Business, management and finance · rank 193 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,323 to 1,354
- Sample
- 1518 votes
- Configuration
- GPT-5 Nano (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,247
Creative writing · rank 256 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,227 to 1,267
- Sample
- 909 votes
- Configuration
- GPT-5 Nano (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,354
Expert prompts · rank 168 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,321 to 1,386
- Sample
- 335 votes
- Configuration
- GPT-5 Nano (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,327
Instruction following · rank 198 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,314 to 1,340
- Sample
- 2019 votes
- Configuration
- GPT-5 Nano (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,338
Overall · rank 209 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,331 to 1,345
- Sample
- 8111 votes
- Configuration
- GPT-5 Nano (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,289
Writing, literature and language · rank 228 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,275 to 1,304
- Sample
- 1720 votes
- Configuration
- GPT-5 Nano (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
89.1%
Irrelevance detection · rank 16 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
45.8%
Irrelevance detection · rank 100 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
24.7%
Memory · rank 31 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
24.5%
Memory · rank 33 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
34.5%
Multi-turn tasks · rank 36 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
0.8%
Multi-turn tasks · rank 101 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
51.5%
Overall accuracy · rank 24 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- 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.
27.6%
Overall accuracy · rank 79 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- 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.
75.0%
Relevance detection · rank 62 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
93.8%
Relevance detection · rank 8 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
68.0%
Single-turn calls (curated) · rank 91 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- 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.
80.8%
Single-turn calls (curated) · rank 75 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- 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.
59.4%
Single-turn calls (user-contributed) · rank 88 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- 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.
70.7%
Single-turn calls (user-contributed) · rank 56 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- 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.
72.5%
Web search · rank 14 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
13.5%
Web search · rank 50 of 109
- Unit
- % correct, higher is better
- Configuration
- gpt-5-nano
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
100.0%
Answer rate · rank 1 of 108
- Unit
- % of documents, higher is better
- Configuration
- GPT-5 Nano
- 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.
10.5%
Hallucination rate · rank 62 of 108
- Unit
- % of summaries, lower is better
- Configuration
- GPT-5 Nano
- 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.