无效工具调用 失败
看看哪些 AI 模型最常遇到 无效工具调用，让你在选择前先发现稳定性风险。 排序方式: 响应时间（平均） ↓.
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| 排名 | 模型 | 公司 | 无效工具调用 次数 | 分数 | 总成本 | 测试正确 | 响应时间（平均） |
|---|---|---|---|---|---|---|---|
| #194 | GLM 4.7 Flash medium | Z.ai | 2 | 4.3 | $0.166 | 4/22 | 142.6s |
| #137 | North Mini Code medium | Cohere | 1 | 5.9 | $0.000 | 9/22 | 137.1s |
| #119 | Qwen3.5-35B-A3B medium | Qwen | 1 | 6.2 | $0.837 | 11/22 | 112.5s |
| #58 | Qwen3.5-27B medium | Qwen | 1 | 7.4 | $1.627 | 13/22 | 111.9s |
| #68 | Kimi K2.6 medium | Moonshot AI | 1 | 7.2 | $1.036 | 12/22 | 110.0s |
| #99 | Qwen3.6 27B medium | Qwen | 2 | 6.5 | $0.779 | 10/22 | 106.3s |
| #95 | Gemma 4 26B A4B medium | 1 | 6.6 | $0.089 | 14/22 | 103.8s | |
| #77 | Kimi K2.5 medium | Moonshot AI | 1 | 7.0 | $0.600 | 10/22 | 99.0s |
| #57 | Qwen3.5 Plus 2026-02-15 medium | Qwen | 1 | 7.5 | $0.437 | 14/22 | 89.2s |
| #114 | Qwen3.5-Flash medium | Qwen | 1 | 6.2 | $0.139 | 12/22 | 84.8s |
| #110 | Gemma 4 31B medium | 1 | 6.3 | $0.163 | 14/22 | 75.4s | |
| #108 | Ring-2.6-1T medium | Inclusionai | 1 | 6.3 | $0.103 | 11/22 | 68.7s |
| #76 | DeepSeek V3.2 medium | DeepSeek | 1 | 7.0 | $0.078 | 11/22 | 68.6s |
| #190 | MiniMax M2.5 medium | Minimax | 1 | 4.6 | $0.340 | 5/22 | 68.3s |
| #86 | Step 3.7 Flash high | Stepfun | 1 | 6.9 | $1.207 | 11/22 | 64.7s |