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Visual Question Answering on NetQ

81.381AccuracyGPT 5.1
-0.9693220.4100941.789563.16891Jun 5, 2026

Evaluation results

MethodLinks
GPT 5.1Reasoning Protocol=SPARC2026.0681.381
CLAUDE S4Reasoning Protocol=SPARC2026.0680.658
QWEN3 I.Reasoning Protocol=SPARC2026.0680.606
GPT 4OReasoning Protocol=SPARC2026.0679.053
GLM 4.5VReasoning Protocol=SPARC2026.0678.407
MATH.2026.0658.989
CLAUDE S4Reasoning Protocol=COT2026.0657.205
GPT 5.1Reasoning Protocol=COT2026.0655.791
NOTEMR2026.0646.67
GLM 4.5VReasoning Protocol=COT2026.0646.296
GIFOMR2026.0634.725
GPT 4OReasoning Protocol=COT2026.0629.899
QWEN3 I.Reasoning Protocol=COT2026.0621.953
REFLEC.2026.0616.969
GPT 4OReasoning Protocol=CODE2026.068.951
CLAUDE S4Reasoning Protocol=CODE2026.068.791
GPT 5.1Reasoning Protocol=CODE2026.068
QWEN3 I.Reasoning Protocol=CODE2026.063.297
GLM 4.5VReasoning Protocol=CODE2026.062.198