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Question Answering on GridWorld (full)

95AccuracyMindZero
35.40850.87966.3581.821May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MindZeroBase Model=Qwen3-VL-4B, TFLOPs=3.62026.0595
MindZeroBase Model=Qwen3-VL-8B, TFLOPs=7.22026.0592.3
Gemini-3-ProTFLOPs=Proprietary2026.0583.7
Gemini-3-FlashTFLOPs=Proprietary2026.0568
ThoughtTracingBase Model=Gemini-3-Flash, TFLOPs=Proprietary, Input Modality=Text-only2026.0564
ThoughtTracingBase Model=GPT-5.2, TFLOPs=Proprietary, Input Modality=Text-only2026.0557.3
AutoToMBase Model=GPT-5.2, TFLOPs=Proprietary, Input Modality=Text-only2026.0557.3
ThoughtTracingBase Model=Qwen3-VL-8B, TFLOPs=54.3, Input Modality=Text-only2026.0556.7
ThoughtTracingBase Model=Qwen3-VL-235B-A22B, TFLOPs=169.8, Input Modality=Text-only2026.0553
AutoToMBase Model=Qwen3-VL-8B, TFLOPs=741.2, Input Modality=Text-only2026.0552.3
GPT-5.2TFLOPs=Proprietary, Think mode=false2026.0550.7
GPT-5.2TFLOPs=Proprietary, Think mode=true2026.0550.7
ThoughtTracingBase Model=Qwen3-VL-4B, TFLOPs=31.0, Input Modality=Text-only2026.0550.3
AutoToMBase Model=Qwen3-VL-4B, TFLOPs=344.4, Input Modality=Text-only2026.0549.3
AutoToMBase Model=Gemini-3-Flash, TFLOPs=Proprietary, Input Modality=Text-only2026.0547
Qwen3-VL-8BTFLOPs=110.9, Think mode=true2026.0544.7
AutoToMBase Model=Qwen3-VL-235B-A22B, TFLOPs=1089.7, Input Modality=Text-only2026.0544.7
Qwen3-VL-235B-A22BTFLOPs=1767.5, Think mode=true2026.0544.3
Qwen3-VL-8BTFLOPs=7.2, Think mode=false2026.0543.3
Qwen3-VL-4BTFLOPs=67.1, Think mode=true2026.0542.7
Qwen3-VL-235B-A22BTFLOPs=21.9, Think mode=false2026.0539.3
Qwen3-VL-4BTFLOPs=3.6, Think mode=false2026.0537.7