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external benchmark
Every model the catalog carries a published When2Call (Decision Index) value for, ranked by that value.
When2Call is one component of the Artificial Analysis Decision Index v1.0, run by Artificial Analysis. It measures accuracy on NVIDIA's tool-calling evaluation: given a conversation and tools, choose to answer directly, call a tool, ask for more information, or decline.
13 models with a published When2Call (Decision Index) value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Accuracy |
|---|---|---|---|
| 1 | BAelephant-1 | Baseten | 94.8 |
| 2 | Liquid AI | 92.6 | |
| 3 | Perplexity | 87.7 |
What the benchmark measures and how its value is published, from the source’s own record.
When2Call (Decision Index) is an external benchmark published by Artificial Analysis Decision Index v1.0. When2Call is one component of the Artificial Analysis Decision Index v1.0, run by Artificial Analysis. It measures accuracy on NVIDIA's tool-calling evaluation: given a conversation and tools, choose to answer directly, call a tool, ask for more information, or decline. The source rates its difficulty as tool-use decisions.
Each model's result is published by Artificial Analysis Decision Index v1.0 as accuracy. ModelScale prints that value to 1 decimal place, exactly as published, and never converts or rescales it. This page ranks the 13 models that carry a published value, highest value first; a model the source never scored is left out rather than ranked at zero. The source does not state whether a higher value is the better result, so neither does this page.
| 4 | CECeleris-1 Decision | Celeris | 83.7 |
| 4 | FAGLiDE | Fastino | 83.7 |
| 6 | Microsoft | 81.9 |
| 7 | TAJev 1.14 | TypeSafe AI | 80.8 |
| 8 | Inception | 79.3 |
| 9 | Liquid AI | 77.4 |
| 10 | Perplexity | 74.4 |
| 11 | CLClef | Cloudflare | 71.0 |
| 12 | CLClef-Flash | Cloudflare | 64.4 |
| 13 | CLClef-Omni | Cloudflare | 62.1 |
Evidence key: Observed
Rows are ordered by the value Artificial Analysis Decision Index v1.0 published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.