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） |
|---|---|---|---|---|---|---|---|
| #182 | Gemini 3.1 Flash Lite Preview medium | 1 | 0.7 | $0.158 | 14/23 | 6.78s | |
| #186 | Qwen3.5-122B-A10B medium | Qwen | 2 | 0.7 | $1.152 | 14/23 | 67.0s |
| #192 | Gemma 4 31B medium | 1 | 0.7 | $0.144 | 14/23 | 78.8s | |
| #203 | Grok 4.7 xhigh | X AI | 1 | 0.7 | $3.398 | 14/23 | 124.0s |
| #248 | Gemini 3.1 Flash Lite Preview low | 1 | 0.6 | $0.736 | 14/23 | 19.0s | |
| #265 | Gemini 3.5 Flash none | 1 | 0.6 | $1.752 | 14/23 | 14.1s | |
| #87 | Muse Spark 1.1 high | Meta | 2 | 0.8 | $2.570 | 13/23 | 37.4s |
| #117 | GPT-5.4 Mini medium | OpenAI | 1 | 0.8 | $1.102 | 13/23 | 29.9s |
| #126 | Step 3.7 Flash medium | Stepfun | 1 | 0.8 | $0.571 | 13/23 | 26.6s |
| #148 | GPT-5.6 Luna medium | OpenAI | 1 | 0.7 | $0.065 | 13/23 | 9.64s |
| #149 | Qwen3.6 Flash medium | Qwen | 1 | 0.7 | $0.783 | 13/23 | 45.5s |
| #158 | GLM 5.3 Flash high | Z.ai | 1 | 0.7 | $0.056 | 13/23 | 29.1s |
| #170 | Qwen3.7 Flash high | Qwen | 1 | 0.7 | $0.063 | 13/23 | 45.5s |
| #184 | Ember-1 low | Fireworks | 1 | 0.7 | $1.488 | 13/23 | 34.9s |
| #190 | Gemini 3.1 Flash Lite medium | 1 | 0.7 | $0.153 | 13/23 | 6.27s |