Funny caption generation on Humor in AI (#200-209)
73.4Recall@1HOMER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HOMERBase LLM=GPT-4o2026.02 | 73.4 | 88.38 | 92.57 | |
| HOMERBase LLM=Claude-42026.02 | 71.27 | 86.33 | 90.33 | |
| HumorousAIBase LLM=Claude-42026.02 | 70.39 | 83.46 | 86.33 | |
| Few-shotBase LLM=Claude-42026.02 | 70 | 85.13 | 88.67 | |
| HumorousAIBase LLM=GPT-4o2026.02 | 69.38 | 85.32 | 87.86 | |
| LoLBase LLM=Claude-42026.02 | 68.4 | 84.4 | 88.67 | |
| Self-consistencyBase LLM=Claude-42026.02 | 68.26 | 81 | 85.33 | |
| Self-consistencyBase LLM=GPT-4o2026.02 | 68.09 | 84.45 | 87.72 | |
| Few-shotBase LLM=GPT-4o2026.02 | 65.12 | 81.14 | 84.27 | |
| LoLBase LLM=GPT-4o2026.02 | 64.5 | 80.85 | 85.21 | |
| CLoTBase LLM=GPT-4o2026.02 | 59.52 | 72.47 | 76.47 | |
| CoTBase LLM=GPT-4o2026.02 | 57.28 | 82.85 | 85.56 | |
| CLoTBase LLM=Claude-42026.02 | 50.91 | 59.05 | 62 | |
| CoTBase LLM=Claude-42026.02 | 40.03 | 48.7 | 51.01 | |
| HOMERBase LLM=Qwen-VL (7B)2026.02 | 33.65 | 53.57 | 62.19 | |
| Few-shotBase LLM=Qwen-VL (7B)2026.02 | 27.67 | 39.57 | 44.33 | |
| HumorousAIBase LLM=Qwen-VL (7B)2026.02 | 27.67 | 38.9 | 43.33 | |
| CLoTBase LLM=Qwen-VL (7B)2026.02 | 27.33 | 43.83 | 48.33 | |
| Self-consistencyBase LLM=Qwen-VL (7B)2026.02 | 26.13 | 37.23 | 41.67 | |
| CoTBase LLM=Qwen-VL (7B)2026.02 | 25.46 | 38.69 | 44.44 | |
| HOMERBase LLM=LLaVA-1.5 (7B)2026.02 | 22.89 | 27.67 | 31.11 | |
| Few-shotBase LLM=LLaVA-1.5 (7B)2026.02 | 20.44 | 23.33 | 24.44 | |
| PhunnyBase LLM=GPT-4o2026.02 | 20.38 | 34.23 | 41.25 | |
| LoLBase LLM=Qwen-VL (7B)2026.02 | 19.86 | 32.61 | 38.14 | |
| PhunnyBase LLM=Claude-42026.02 | 16.99 | 34.51 | 45.75 | |
| PhunnyBase LLM=LLaVA-1.5 (7B)2026.02 | 15.67 | 22.67 | 24.67 | |
| LoLBase LLM=LLaVA-1.5 (7B)2026.02 | 14.67 | 17.33 | 22.25 | |
| HumorousAIBase LLM=LLaVA-1.5 (7B)2026.02 | 9.33 | 14.67 | 20 | |
| Self-consistencyBase LLM=LLaVA-1.5 (7B)2026.02 | 7.11 | 8.44 | 8.89 | |
| PhunnyBase LLM=Qwen-VL (7B)2026.02 | 6.18 | 10.37 | 14.81 | |
| CLoTBase LLM=LLaVA-1.5 (7B)2026.02 | 1.8 | 2.4 | 4 | |
| CoTBase LLM=LLaVA-1.5 (7B)2026.02 | 1.55 | 2.89 | 3.33 |