| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| LaMP-5 v1 (test) | Attn-GS | ROUGE-L0.401 | 64 | 4mo ago | |
| LaMP-5 (val) | PHFCompass | R-1 Score51.6 | 14 | 1mo ago | |
| LaMP-4 (val) | PHFCompass | ROUGE-1 Recall19.3 | 14 | 1mo ago | |
| Amazon Reviews Books, Movies_and_TV, and CDs_and_Vinyl 2023 | LATTE | R-10.273 | 14 | 1mo ago | |
| LaMP-7 (val) | PHFCompass | ROUGE-1 Score53.5 | 13 | 1mo ago | |
| LaMP-7 time-based split (dev) | Raw Hist. | ROUGE-154.2 | 8 | 1mo ago | |
| LaMP-5 time-based split (dev) | Raw Hist. | ROUGE-149.8 | 8 | 1mo ago | |
| LaMP-4 time-based split (dev) | Raw Hist. | ROUGE-121 | 8 | 1mo ago | |
| LongLaMP | ExPerT | Alignment Score74 | 7 | 4mo ago | |
| LongLaMP PTW Qwen3-4B (test) | PerCE | ROUGE-L21.02 | 6 | 4mo ago | |
| LongLaMP PRW Qwen3-4B (test) | PerCE | ROUGE-L26.68 | 6 | 4mo ago | |
| LongLaMP PAG Qwen3-4B (test) | ROUGE-L37.27 | 6 | 4mo ago | ||
| News Headline Generation | PARL-0 | User-level Accuracy (GT)99.8 | 5 | 1mo ago | |
| Reddit Topic Writing | PARL-0 | Accuracy (User-level, GT)95.4 | 5 | 1mo ago | |
| Amazon Review | PARL-0 | User-level Accuracy (GT)100 | 5 | 1mo ago | |
| LongLaMP Product | ROUGE20.3 | 5 | 2mo ago | ||
| LongLaMP Topic | ROUGE22.6 | 5 | 2mo ago | ||
| LongLaMP Abstract | ROUGE27.1 | 5 | 2mo ago | ||
| LaMP-5 | ROUGE47.7 | 5 | 2mo ago | ||
| LaMP-4 | ROUGE21.8 | 5 | 2mo ago | ||
| Advertisement | DPPMG | Personalization ROUGE-115.6615 | 5 | 3mo ago | |
| MovieLens | DPPMG | ROUGE-1 (Personalization)16.0997 | 5 | 3mo ago | |
| Empathetic Conversation (OOD) | P2P | LLM-as-a-Judge Score1.65 | 4 | 1mo ago | |
| Empathetic Conversation (Random) | P2P | LLM-as-a-Judge Score2.03 | 4 | 1mo ago | |
| Personal Reddit (OOD) | P2P | LLM-as-a-Judge Score2.15 | 4 | 1mo ago |
