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: 测试正确 ↓.
190/190
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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） |
|---|---|---|---|---|---|---|---|
| #238 | Beam 1.0 501B A23B low | Reflection | 1 | 0.6 | $0.432 | 11/23 | 4.89s |
| #241 | MiMo-V2.5-Pro medium | Xiaomi | 1 | 0.6 | $0.332 | 11/23 | 56.7s |
| #245 | Qwen3.5-35B-A3B medium | Qwen | 1 | 0.6 | $0.716 | 11/23 | 111.5s |
| #251 | Qwen3.5 Plus 2026-02-15 none | Qwen | 1 | 0.6 | $0.176 | 11/23 | 20.1s |
| #255 | DeepSeek V3.2 medium | DeepSeek | 1 | 0.6 | $0.152 | 11/23 | 70.1s |
| #258 | Grok 4.20 medium | X AI | 1 | 0.6 | $1.246 | 11/23 | 36.7s |
| #268 | Apodex 1.1 Mini low | Apodex | 2 | 0.6 | $0.000 | 11/23 | 33.7s |
| #273 | KAT-Coder-Pro V2.5 default | Kwaipilot | 1 | 0.6 | $0.742 | 11/23 | 25.0s |
| #276 | GLM 5.3 FlashX low | Z.ai | 1 | 0.6 | $0.157 | 11/23 | 9.69s |
| #291 | Ring 2.6 1t medium | Inclusionai | 1 | 0.6 | $0.102 | 11/23 | 65.5s |
| #155 | DeepSeek V4 Pro 0423 none | DeepSeek | 1 | 0.7 | $0.083 | 10/23 | 14.1s |
| #194 | Claude Sonnet 5.5 low | Anthropic | 1 | 0.7 | $0.909 | 10/23 | 7.46s |
| #216 | Qwen3.7 Flash medium | Qwen | 1 | 0.7 | $0.076 | 10/23 | 51.8s |
| #218 | Mercury 2 medium | Inception | 1 | 0.7 | $0.121 | 10/23 | 4.40s |
| #237 | Kimi K2.5 medium | Moonshot AI | 1 | 0.6 | $0.841 | 10/23 | 125.8s |