Explanation Generation on Credit
4.3PPLTalkToModel
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TalkToModel2026.04 | 4.3 | 0.59 | 35 | 12 | 6 | 24 | — | — | — | — | — | — | |
| Templated Expl.2026.04 | 4.48 | 0.61 | 40 | 13 | 6 | 25 | 18 | — | 38 | 42.17 | 89 | 8.93 | |
| Explingo Narr.Prompting=Few-shot, Mode=Narratives2026.04 | 8.95 | 0.96 | 56 | 14 | 7 | 42 | 27 | 42,351 | 44 | 54.77 | 96 | 15.79 | |
| XAIstories2026.04 | 9.37 | 0.96 | 64 | 16 | 9 | 42 | 21 | 110,339 | 41 | 47.12 | 94 | 15.52 | |
| XAIstories Narr.Mode=Narratives2026.04 | 10.35 | 0.97 | 66 | 16 | 9 | 40 | 25 | 31,375 | 44 | 47.43 | 94 | 15.42 | |
| ExplingoPrompting=Few-shot2026.04 | 11.38 | 0.92 | 57 | 8 | 6 | 35 | — | — | — | — | — | — | |
| Explingo Z-SPrompting=Zero-shot2026.04 | 13.4 | 0.92 | 65 | 17 | 8 | 33 | 19 | 43,126 | 45 | 52.08 | 88 | 12.45 |