Explanation Generation on Compas
4.5PPLTalkToModel
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TalkToModel2026.04 | 4.5 | 0.6 | 0.36 | 0.17 | 0.09 | 0.24 | — | — | — | — | — | — | |
| Templated Expl.2026.04 | 5.1 | 0.62 | 0.41 | 0.18 | 0.1 | 0.24 | 0.15 | — | 0.59 | 23.7 | 1.33 | 7.11 | |
| Explingo Narr.Prompting=Few-shot, Mode=Narratives2026.04 | 7.95 | 0.94 | 0.58 | 0.16 | 0.07 | 0.43 | 0.26 | 54,388 | 0.5 | 82.05 | 1.17 | 14.83 | |
| XAIstories2026.04 | 9.6 | 0.96 | 0.65 | 0.17 | 0.09 | 0.41 | 0.13 | 17,123 | 0.44 | 55.96 | 0.97 | 13.46 | |
| XAIstories Narr.Mode=Narratives2026.04 | 9.65 | 0.96 | 0.65 | 0.17 | 0.08 | 0.41 | 0.17 | 13,738 | 0.42 | 55.42 | 0.91 | 12.91 | |
| Explingo Z-SPrompting=Zero-shot2026.04 | 11.42 | 0.95 | 0.69 | 0.22 | 0.09 | 0.38 | 0.31 | — | 0.62 | 63.53 | 1.19 | 12.1 | |
| ExplingoPrompting=Few-shot2026.04 | 11.7 | 0.89 | 0.62 | 0.17 | 0.14 | 0.32 | — | — | — | — | — | — |