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Forced-choice Visual Question Answering on Semantic-stress evaluation set

91.5Pair AccuracyInternVL3-2B
88.58889.34490.190.856Jun 7, 2026

Evaluation results

MethodLinks
InternVL3-2BPrecision=bfloat16, Max new tokens=4, Hardware=NVIDIA RTX A6000, Mode=Inference-only, Evaluation protocol=Deterministic forward-pass logits2026.0691.584.91001001000
Qwen3VL-2BPrecision=bfloat16, Max new tokens=4, Hardware=NVIDIA RTX A6000, Mode=Inference-only, Evaluation protocol=Deterministic forward-pass logits2026.0691.483.800.549.917.3
Qwen3VL-8BPrecision=bfloat16, Max new tokens=4, Hardware=NVIDIA RTX A6000, Mode=Inference-only, Evaluation protocol=Deterministic forward-pass logits2026.0690.883.947.837016.2
Qwen3VL-4BPrecision=bfloat16, Max new tokens=4, Hardware=NVIDIA RTX A6000, Mode=Inference-only, Evaluation protocol=Deterministic forward-pass logits2026.0689.180.192.114.876.778
Gemma3-4BPrecision=bfloat16, Max new tokens=4, Hardware=NVIDIA RTX A6000, Mode=Inference-only, Evaluation protocol=Deterministic forward-pass logits2026.0688.778.79.2033.2100