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Memorability Feedback Generation on MemBench

0.85IRINTERNVL3.5
0.67320.71910.7650.8109Feb 25, 2026

Evaluation results

MethodLinks
INTERNVL3.5Category=Teacher oracles2026.020.8511.922.4
QWEN2.5VLCategory=Teacher oracles2026.020.8310.162.34
IDEFICS3Category=Teacher oracles2026.020.89.8429.21
MemCoachCategory=Zero-shot baselines2026.020.87.214.99
GPT-5 MINICategory=Zero-shot baselines2026.020.757.03—
LLAVA-OVCategory=Teacher oracles2026.020.745.935.73
AESEXPERTCategory=Aesthetics specialized2026.020.736.675.97
Q-INSTRUCTCategory=Aesthetics specialized2026.020.735.315.36
IDEFICS3Category=Zero-shot baselines2026.020.736.6420.19
INTERNVL3.5Category=Zero-shot baselines2026.020.735.475.49
LLAVA-OVCategory=Zero-shot baselines2026.020.75.877.58
Edit modelCategory=Edit model2026.020.683.72—
QWEN2.5VLCategory=Zero-shot baselines2026.020.684.2610.23