AI BENCHY Failures
Invalid tool call Failures
See which AI models run into Invalid tool call most often, so you can spot reliability risks before choosing one. Sort by: Score ↑.
Categories
| Rank | Model | Company | Invalid tool call Count | Score | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|
| #163 | Granite 4.1 8B none | IBM Granite | 1 | 4.0 | 2/21 | 728ms |
| #159 | Ling-2.6-1T none | Inclusionai | 1 | 4.3 | 3/21 | 7.72s |
| #158 | GLM 4.7 Flash medium | Z.ai | 1 | 4.4 | 4/21 | 35.1s |
| #154 | Qwen3.5-9B none | Qwen | 1 | 4.6 | 4/21 | 1.89s |
| #146 | Laguna Xs.2 none | Poolside | 1 | 4.8 | 5/19 | 806ms |
| #145 | Laguna M.1 none | Poolside | 1 | 4.8 | 4/19 | 2.89s |
| #139 | DeepSeek V4 Flash none | DeepSeek | 1 | 5.0 | 5/21 | 26.8s |
| #138 | Ling-2.6-flash none | Inclusionai | 2 | 5.0 | 6/21 | 9.34s |
| #137 | Elephant Alpha none | Openrouter | 1 | 5.1 | 5/21 | 1.22s |
| #136 | Elephant Alpha medium | Openrouter | 1 | 5.1 | 6/21 | 1.27s |
| #133 | DeepSeek V3.2 none | DeepSeek | 1 | 5.2 | 6/21 | 13.8s |
| #130 | MiniMax M2.7 medium | Minimax | 1 | 5.3 | 5/21 | 38.2s |
| #129 | MiniMax M2.5 medium | Minimax | 1 | 5.3 | 5/21 | 65.4s |
| #128 | Qwen3.6 Flash none | Qwen | 1 | 5.4 | 7/21 | 1.60s |
| #127 | Grok 4.20 none | X AI | 1 | 5.4 | 6/18 | 1.11s |