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Humorous Image Captioning on OxfordTVG-HIC

86Win RateHUMORCHAIN (I)
11.1230.565069.44Nov 21, 2025

Evaluation results

MethodLinks
HUMORCHAIN (I)Strategy=Theory-Guided Multi-Stage Reasoning, Total Samples=1007, Evaluation Protocol=Pairwise comparison vs External OxfordTVG-HIC (H)2025.1186
HUMORCHAIN (without discriminator) (J)Strategy=Theory-Guided Multi-Stage Reasoning (without discriminator), Total Samples=300, Evaluation Protocol=Pairwise comparison vs External OxfordTVG-HIC (H)2025.1178.8
External OxfordTVG-HIC (H)Strategy=Oxford University dataset based on humor-labeled caption pairs, Total Samples=300, Evaluation Protocol=Pairwise comparison vs HUMORCHAIN (J)2025.1121.2
External OxfordTVG-HIC (H)Strategy=Oxford University dataset based on humor-labeled caption pairs, Total Samples=1007, Evaluation Protocol=Pairwise comparison vs HUMORCHAIN (I)2025.1114