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Funny caption generation on Electric sheep High-Humor

75.53Recall@1HOMER
-1.89818.203538.30558.4065Feb 6, 2026

Evaluation results

MethodLinks
HOMERBase LLM=GPT-4o2026.0275.5389.2192.1
HumorousAIBase LLM=GPT-4o2026.0267.3980.5783.38
CLoTBase LLM=GPT-4o2026.0263.3371.8377.33
HOMERBase LLM=Claude-42026.0262.2781.3786.94
LoLBase LLM=GPT-4o2026.0261.2679.2284.55
LoLBase LLM=Claude-42026.0260.679.3383
HumorousAIBase LLM=Claude-42026.0259.477.6683.33
Self-consistencyBase LLM=Claude-42026.0257.7274.3979.13
CoTBase LLM=GPT-4o2026.0257.5276.1381.19
CoTBase LLM=Claude-42026.0257.526972.51
Few-shotBase LLM=GPT-4o2026.0250.6769.3380.67
Self-consistencyBase LLM=GPT-4o2026.0248.5764.9574.23
CLoTBase LLM=Claude-42026.0241.676268.33
Few-shotBase LLM=Claude-42026.0232.675466.67
PhunnyBase LLM=GPT-4o2026.0226.2236.1345.92
HOMERBase LLM=Qwen-VL (7B)2026.0222.7436.1841.58
PhunnyBase LLM=Claude-42026.0220.1638.5848.33
Few-shotBase LLM=Qwen-VL (7B)2026.0219.3830.9635.73
HOMERBase LLM=LLaVA-1.5 (7B)2026.0219.3323.1725
CoTBase LLM=Qwen-VL (7B)2026.0219.0630.936.66
LoLBase LLM=Qwen-VL (7B)2026.0217.5828.5331.5
Self-consistencyBase LLM=Qwen-VL (7B)2026.0215.2621.6124.74
Few-shotBase LLM=LLaVA-1.5 (7B)2026.02141616.67
CLoTBase LLM=LLaVA-1.5 (7B)2026.0213.3316.1116.67
HumorousAIBase LLM=Qwen-VL (7B)2026.0211.816.8318.99
HumorousAIBase LLM=LLaVA-1.5 (7B)2026.0211.1117.7822.22
CLoTBase LLM=Qwen-VL (7B)2026.02821.126.67
PhunnyBase LLM=Qwen-VL (7B)2026.024.4413.3322.22
PhunnyBase LLM=LLaVA-1.5 (7B)2026.024.1713.3322.36
LoLBase LLM=LLaVA-1.5 (7B)2026.021.95.719.52
Self-consistencyBase LLM=LLaVA-1.5 (7B)2026.021.373.996.67
CoTBase LLM=LLaVA-1.5 (7B)2026.021.083.665.56