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Real-world perception-centric reasoning on Real-world perception-centric reasoning suite (test)

55.53Average ScoreGLM-9B-DeltaThinker
39.82643.90347.9852.057May 15, 2026

Evaluation results

MethodLinks
GLM-9B-DeltaThinkerAlgorithm=DeltaPrompts2026.0555.53
Qwen-8B-DeltaThinkerAlgorithm=DeltaPrompts2026.0554.12
GLM-4.1V-9B-Thinking2026.0549.75
Vision-R1-7B2026.0548.67
REVisual-R12026.0548.06
Qwen3-VL-8B-Thinking2026.0546.92
ARES-RL-7B2026.0546.45
Bee-8B-RL2026.0540.43