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AI BENCHY Category Failures

Combined: Invalid tool call

Combined
Invalid tool call

See which AI models are most likely to hit Invalid tool call on Combined, so you can spot weak points faster. Sort by: Response Time (avg) ↑.

Models Shown

15

Total Failures

19

Most Affected Model

Granite 4.1 8B 1
Rank Model Company Invalid tool call Count Category Score Tests Correct Response Time (avg)
#163 Granite 4.1 8B none IBM Granite 1 3.0 0/1 1.88s
#122 GLM 4.7 Flash none Z.ai 1 3.0 0/1 3.22s
#32 Gemini 3.5 Flash minimal Google 1 3.0 0/1 3.56s
#128 Qwen3.6 Flash none Qwen 1 3.0 0/1 4.22s
#145 Laguna M.1 none Poolside 1 3.0 0/1 4.32s
#154 Qwen3.5-9B none Qwen 1 3.0 0/1 5.91s
#127 Grok 4.20 none X AI 1 3.0 0/1 6.04s
#106 Grok 4.20 Beta none X AI 1 3.0 0/1 6.48s
#118 Qwen3.6 27B none Qwen 1 3.0 0/1 9.95s
#59 GLM 5V Turbo medium Z.ai 1 6.9 0/1 15.1s
#112 GLM 5.1 none Z.ai 1 2.8 0/1 32.6s
#138 Ling-2.6-flash none Inclusionai 1 3.0 0/1 35.3s
#130 MiniMax M2.7 medium Minimax 1 4.7 0/1 41.0s
#119 Cobuddy medium Baidu 1 3.0 0/1 47.4s
#129 MiniMax M2.5 medium Minimax 1 4.5 0/1 60.4s

Top Models by Invalid tool call Count

Invalid tool call Count vs Score

Top Models by Response Time (avg)

Top Models by Estimated Wasted Cost