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） |
|---|---|---|---|---|---|---|---|
| #390 | Qwen3.5-9B medium | Qwen | 1 | 0.4 | $0.106 | 3/23 | 110.2s |
| #174 | Qwen3.6 27B medium | Qwen | 2 | 0.7 | $1.021 | 11/23 | 107.8s |
| #157 | Gemma 4 26B A4B medium | 1 | 0.7 | $0.101 | 16/23 | 105.0s | |
| #176 | Qwen3.8 Flash Next xhigh | Qwen | 1 | 0.7 | ~$0.195 | 14/23 | 102.7s |
| #384 | MiniMax M2.5 medium | Minimax | 1 | 0.4 | $0.440 | 5/23 | 102.3s |
| #84 | Muse Glimmer 30B xhigh | Meta | 1 | 0.8 | $0.585 | 14/23 | 97.7s |
| #166 | Qwen3.5 Plus 2026-02-15 medium | Qwen | 1 | 0.7 | $0.567 | 14/23 | 97.7s |
| #256 | Trinity Large Thinking low | Arcee AI | 2 | 0.6 | $0.918 | 8/23 | 95.2s |
| #130 | DeepSeek V4 Flash 0731 medium | DeepSeek | 1 | 0.8 | $0.460 | 12/23 | 94.2s |
| #96 | Ling 3.1 Flash medium | Inclusionai | 1 | 0.8 | $0.000 | 15/23 | 88.7s |
| #368 | Laguna S 2.1 low | Poolside | 1 | 0.5 | $0.108 | 3/23 | 88.2s |
| #123 | Ling 3.1 Flash high | Inclusionai | 1 | 0.8 | $0.000 | 15/23 | 87.4s |
| #252 | Ling 3.1 Flash low | Inclusionai | 1 | 0.6 | $0.000 | 12/23 | 85.2s |
| #380 | Granite 4.2 8B none | IBM Granite | 1 | 0.4 | $0.037 | 3/23 | 84.7s |
| #267 | Trinity Large Thinking medium | Arcee AI | 2 | 0.6 | $0.862 | 8/23 | 84.0s |