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Classification on MAMI

89.1AccuracyGPT-4o
67.093672.806878.5284.2332Jan 8, 2026

Evaluation results

MethodLinks
GPT-4oShots=8, Task Mode=Joint (C+E+I)2026.0189.189.07
GPT-4oShots=4, Task Mode=Joint (C+E+I)2026.0188.7888.75
GPT-4oShots=2, Task Mode=Joint (C+E+I)2026.0188.2588.23
Vlm-Lim (GPT-4o)Task Mode=Single-task2026.0183.683.54
LoReHM (GPT-4o)Task Mode=Single-task2026.018382.98
M2KETask Mode=Single-task2026.0175.8575.71
PixtralShots=8, Task Mode=Joint (C+E+I)2026.0175.4274.99
Intern-VL3Shots=8, Task Mode=Joint (C+E+I)2026.0175.3475.25
Intern-VL3Shots=4, Task Mode=Joint (C+E+I)2026.0174.3974.24
PixtralShots=4, Task Mode=Joint (C+E+I)2026.0173.6572.89
Pro-CapTask Mode=Single-task2026.0173.6373.42
Intern-VL3Shots=2, Task Mode=Joint (C+E+I)2026.0171.9671.69
Few-ShotTask Mode=Single-task2026.0170.570.1
PromptHateTask Mode=Single-task2026.0170.3170.18
Mod-HateTask Mode=Single-task2026.0169.0568.78
PixtralShots=2, Task Mode=Joint (C+E+I)2026.0167.9465.88