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） |
|---|---|---|---|---|---|---|---|
| #132 | GPT-6 Luna high | OpenAI | 1 | 0.8 | $0.074 | 15/23 | 20.4s |
| #251 | Qwen3.5 Plus 2026-02-15 none | Qwen | 1 | 0.6 | $0.176 | 11/23 | 20.1s |
| #248 | Gemini 3.1 Flash Lite Preview low | 1 | 0.6 | $0.736 | 14/23 | 19.0s | |
| #249 | Gemini 3.1 Flash Lite low | 1 | 0.6 | $0.717 | 13/23 | 19.0s | |
| #92 | Gemini 3.5 Flash high | 2 | 0.8 | $2.737 | 19/23 | 18.6s | |
| #270 | Qwen3.5 Plus 2026-04-20 none | Qwen | 1 | 0.6 | $0.216 | 8/23 | 18.5s |
| #304 | Qwen3.5-35B-A3B none | Qwen | 1 | 0.6 | $0.120 | 6/23 | 18.3s |
| #77 | Muse Spark 1.3 low | Meta | 1 | 0.9 | $0.911 | 16/23 | 17.7s |
| #156 | Inkling medium | Thinkingmachines | 2 | 0.7 | $0.527 | 15/23 | 17.0s |
| #57 | Claude Fable 5 medium | Anthropic | 1 | 0.9 | $5.089 | 18/23 | 16.8s |
| #111 | Gemini 3.8 Flash medium | 1 | 0.8 | $0.769 | 19/23 | 16.6s | |
| #289 | DeepSeek V4.1 Flash none | DeepSeek | 1 | 0.6 | $0.391 | 7/23 | 16.6s |
| #397 | Nemotron 3.5 Lightning none | NVIDIA | 2 | 0.4 | $0.009 | 3/23 | 15.9s |
| #308 | Ling 3.1 Flash none | Inclusionai | 1 | 0.5 | $0.000 | 5/23 | 15.7s |
| #227 | GLM 5.3 low | Z.ai | 2 | 0.6 | $0.215 | 12/23 | 15.2s |