Classifica
Classifica: Chiamata di strumenti
Chiamate di funzioni e orchestrazione API nei flussi agentici: Toolathlon, MCP Atlas e τ²-Bench.
Generale767Coding469Matematica90Reasoning483Agentico89Conoscenza482Multimodale452Agenti di codice68Reasoning scientifico96Multilingue12Scrittura95Chat e assistenti95Ricerca99Chiamata di strumenti45Contesto lungo116Velocità472Valore471Open weights183
45 modelli
| # | Modello | Podium Score | Velocità |
|---|---|---|---|
| 01 | Claude Fable 5 Anthropicreasoning | 98.5 | 71 t/s |
| 02 | Gemini 3.5 Flash Google | 95.3 | 267 t/s |
| 03 | MiMo V2.5 Pro XiaomiAperto | 94.2 | 65 t/s |
| 4 | Claude 5.5 Sonnet Anthropicreasoning | 92.5 | 94 t/s |
| 5 | Muse Spark Meta | 91.5 | 80 t/s |
| 6 | Kimi K2.7 Code Moonshot AIAperto | 90.1 | 39 t/s |
| 7 | Kimi K3.1 Pro Moonshot AIApertoreasoning | 90.0 | 45 t/s |
| 8 | Gemini 4 Argon Googlereasoninganteprima | 90.0 | 88 t/s |
| 9 | GPT-6.1 Sol OpenAIreasoning | 89.0 | 75 t/s |
| 10 | MiniMax M3 MiniMax | 88.9 | 93 t/s |
| 11 | GPT-6 Astra OpenAIreasoning | 88.0 | 82 t/s |
| 12 | Gemini 3 Pro Google | 87.1 | 120 t/s |
| 13 | Gemini 3.1 Pro Preview Googlereasoninganteprima | 86.0 | 105 t/s |
| 14 | GPT-5.3 Codex OpenAI | 86.0 | 118 t/s |
| 15 | Qwen3.7 Max Alibaba | 85.6 | 203 t/s |
| 16 | Kimi K3.1 Highspeed Moonshot AIApertoreasoning | 84.0 | 130 t/s |
| 17 | Mistral Large 4 Mistralreasoning | 84.0 | 92 t/s |
| 18 | Nemotron 3 Ultra 550B NVIDIAAperto | 83.3 | 142 t/s |
| 19 | MiMo v2.6 Flash XiaomiAperto | 83.0 | 118 t/s |
| 20 | Gemini 3.1 Pro Google | 82.4 | 136 t/s |
| 21 | Claude 5.5 Haiku Anthropicreasoning | 81.0 | 145 t/s |
| 22 | NVIDIA Nemotron 3.5 Super-VL NVIDIAAperto | 80.0 | 110 t/s |
| 23 | Claude Opus 4.8 Anthropic | 78.8 | 50 t/s |
| 24 | Kimi K3 Moonshot AIApertoreasoning | 78.7 | 37 t/s |
| 25 | Simba 3.2 Independentreasoning | 78.0 | 62 t/s |
| 26 | Claude Opus 4.7 Anthropic | 77.3 | 80 t/s |
| 27 | GLM-4.5 Air Zhipu AIApertoreasoning | 76.0 | 96 t/s |
| 28 | Gemini 3.1 Flash Lite Preview Googleanteprima | 75.0 | 210 t/s |
| 29 | GPT-5.5 OpenAI | 74.9 | 60 t/s |
| 30 | GLM-5.2 Z.aiAperto | 74.7 | 164 t/s |
| 31 | Claude Opus 4.6 Anthropic | 73.8 | 50 t/s |
| 32 | Qwen3.7 Plus Alibaba | 73.2 | 54 t/s |
| 33 | DeepSeek V4 Pro DeepSeekAperto | 72.2 | 66 t/s |
| 34 | GPT-5.6 Sol OpenAI | 71.6 | 72 t/s |
| 35 | Qwen3.6 Plus Alibaba | 70.5 | 55 t/s |
| 36 | GPT-5.6 Terra OpenAI | 69.7 | 127 t/s |
| 37 | Hunyuan Hy3 Tencent | 63.8 | 69 t/s |
| 38 | Claude Sonnet 4.6 Anthropic | 61.3 | 50 t/s |
| 39 | GPT-5.4 OpenAI | 60.9 | 60 t/s |
| 40 | DeepSeek V4 Flash DeepSeekAperto | 58.4 | 113 t/s |
| 41 | GPT-5.2 OpenAI | 53.5 | 90 t/s |
| 42 | GPT-5.6 Luna OpenAI | 53.4 | 175 t/s |
| 43 | Gemini 3 Flash Google | 53.4 | 120 t/s |
| 44 | Kimi K2.6 Moonshot AIAperto | 50.0 | 40 t/s |
| 45 | Qwen3.5 397B-A17B AlibabaAperto | 38.3 | 71 t/s |
Il Podium Score è una combinazione ponderata di cinque classifiche. Consulta la Metodologia per i dettagli.