Humorous image captioning on Single-Title Evaluation dataset
0.81Humor MeanHUMORCHAIN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HUMORCHAINFramework=I2025.11 | 0.81 | 0.618 | 0.765 | 0.521 | 0.808 | 0.965 | 0.832 | |
| Few-shotFramework=B, Protocol=Few-shot2025.11 | 0.418 | 0.63 | 0.56 | 0.458 | 0.757 | 0.966 | 0.833 | |
| Zero-shotFramework=A, Protocol=Zero-shot2025.11 | 0.412 | 0.63 | 0.567 | 0.458 | 0.804 | 0.988 | 0.837 | |
| Few-shot + CoT + Rule-GuidedFramework=F, Protocol=Few-shot + CoT + Rule-Guided2025.11 | 0.398 | 0.625 | 0.622 | 0.466 | 0.72 | 0.937 | 0.837 | |
| Few-shot + Rule-BasedFramework=D, Protocol=Few-shot + Rule-Based2025.11 | 0.394 | 0.626 | 0.609 | 0.47 | 0.728 | 0.965 | 0.836 | |
| CoT + Rule-GuidedFramework=E, Protocol=CoT + Rule-Guided2025.11 | 0.382 | 0.629 | 0.557 | 0.457 | 0.75 | 0.965 | 0.838 | |
| Rule-BasedFramework=C, Protocol=Rule-Based2025.11 | 0.362 | 0.63 | 0.578 | 0.463 | 0.795 | 0.98 | 0.837 | |
| CLoTFramework=G2025.11 | 0.195 | 0.636 | 0.731 | 0.546 | 0.377 | 0.725 | 0.836 |