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: 分数 ↓.
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） |
|---|---|---|---|---|---|---|---|
| #35 | Qwen3.8 MAX medium | Qwen | 1 | 0.9 | $1.181 | 18/23 | 27.3s |
| #36 | Qwen3.8 Max (0902) high | Qwen | 1 | 0.9 | $3.306 | 18/23 | 186.1s |
| #41 | Pareto default | Unbiased | 1 | 0.9 | $1.520 | 19/23 | 33.5s |
| #45 | Gemini 3.5 Flash low | 1 | 0.9 | $0.752 | 19/23 | 7.85s | |
| #47 | Muse Spark 1.3 medium | Meta | 1 | 0.9 | $1.712 | 18/23 | 39.8s |
| #52 | GLM 5.3 Flash max | Z.ai | 1 | 0.9 | $0.089 | 17/23 | 54.0s |
| #53 | Muse Spark Open low | Meta | 1 | 0.9 | $0.600 | 16/23 | 21.6s |
| #54 | Muse Spark 1.2 high | Meta | 1 | 0.9 | $2.018 | 15/23 | 28.1s |
| #55 | Muse Spark 1.2 medium | Meta | 1 | 0.9 | $1.590 | 15/23 | 21.3s |
| #56 | Muse Spark 1.1 medium | Meta | 1 | 0.9 | $1.665 | 16/23 | 27.0s |
| #57 | Claude Fable 5 medium | Anthropic | 1 | 0.9 | $5.089 | 18/23 | 16.8s |
| #58 | Pareto 26.9 default | Unbiased | 1 | 0.9 | $1.864 | 15/23 | 28.3s |
| #71 | Muse Spark 1.1 low | Meta | 1 | 0.9 | $0.885 | 14/23 | 13.2s |
| #72 | Claude Sonnet 5.5 xhigh | Anthropic | 1 | 0.9 | $1.516 | 16/23 | 15.0s |
| #73 | Claude Sonnet 5.5 high | Anthropic | 1 | 0.9 | $1.175 | 16/23 | 10.8s |