Query-focused summarization on QMSum
35.8ROUGE-1Sync-RAG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Sync-RAGretrieval=local vector DB (50-100ms latency)2026.05 | 35.8 | 12.4 | 30.6 | 78.5 | 142 | 4.8 | |
| Predictive Prefetchingretrieval=local vector DB (50-100ms latency)2026.05 | 35.6 | 12.2 | 30.4 | 78.2 | 92 | 3.9 | |
| BART-LS2026.05 | 34.1 | 11.5 | 29.3 | 76.9 | 118 | 4 | |
| LED-Base2026.05 | 33.2 | 10.8 | 28.4 | 75.8 | 125 | 4.2 | |
| No-RAGretrieval=none2026.05 | 28.4 | 8.2 | 24.1 | 71.2 | 38 | 2.1 | |
| HRM2026.06 | 25.31 | 3.39 | 11.8 | — | — | — | |
| QLoRA2026.06 | 16.41 | 1.4 | 10.38 | — | — | — | |
| LoRA2026.06 | 14.77 | 1.33 | 9.25 | — | — | — | |
| AdaLoRA2026.06 | 14.77 | 1.33 | 9.25 | — | — | — | |
| DoRA2026.06 | 14.58 | 1.33 | 9.16 | — | — | — |