79.1%
Irrelevance detection · rank 64 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
82.3%
Irrelevance detection · rank 46 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
14.6%
Memory · rank 57 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
13.1%
Memory · rank 63 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
41.8%
Multi-turn tasks · rank 26 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
33.4%
Multi-turn tasks · rank 39 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
42.6%
Overall accuracy · rank 39 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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.
40.4%
Overall accuracy · rank 44 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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.
93.8%
Relevance detection · rank 8 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
75.0%
Relevance detection · rank 62 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
87.6%
Single-turn calls (curated) · rank 24 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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.
88.6%
Single-turn calls (curated) · rank 16 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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.
80.5%
Single-turn calls (user-contributed) · rank 11 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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.
80.1%
Single-turn calls (user-contributed) · rank 12 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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.
12.0%
Web search · rank 53 of 109
- Unit
- % correct, higher is better
- Configuration
- qwen3-8b
- 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
- qwen3-8b
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
17.0%
Requested-length error · rank 140 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- qwen3-8b
- Measured
- 12 Sep 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
64.0%
Requested-length error · rank 326 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- qwen3-8b
- Measured
- 9 Nov 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
0.36
Style adherence · rank 117 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- qwen3-8b
- Measured
- 12 Sep 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.35
Style adherence · rank 184 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- qwen3-8b
- Measured
- 9 Nov 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
28.0
Writing score · rank 284 of 370
- Unit
- score out of 100, higher is better
- Configuration
- qwen3-8b
- Measured
- 12 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.
23.9
Writing score · rank 313 of 370
- Unit
- score out of 100, higher is better
- Configuration
- qwen3-8b
- Measured
- 9 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.
99.9%
Answer rate · rank 19 of 108
- Unit
- % of documents, higher is better
- Configuration
- Qwen3 8B
- 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.
4.8%
Hallucination rate · rank 9 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Qwen3 8B
- 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.