Question Answering on NarrativeQA LongBench
15.92F1 ScoreLoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| LoRA2026.06 | 15.92 | |
| AdaLoRA2026.06 | 15.71 | |
| DoRA2026.06 | 15.69 | |
| QLoRA2026.06 | 14.92 | |
| HRM2026.06 | 14.92 | |
| M-RAG-SToken Budget=128×5, Prompting=Zero-shot, Sorting Strategy=Similarity sorting2026.01 | 14.76 | |
| M-RAG-PToken Budget=128×5, Prompting=Zero-shot, Sorting Strategy=Position sorting2026.01 | 14.59 | |
| SemanticToken Budget=128×52026.01 | 14.49 | |
| DOSToken Budget=128×52026.01 | 13.98 | |
| M-RAG†-PToken Budget=128×5, Prompting=Few-shot, Sorting Strategy=Position sorting2026.01 | 13.81 | |
| M-RAG†-SToken Budget=128×5, Prompting=Few-shot, Sorting Strategy=Similarity sorting2026.01 | 13.57 | |
| M-RAG-PToken Budget=128×3, Prompting=Zero-shot, Sorting Strategy=Position sorting2026.01 | 12.79 | |
| M-RAG†-PToken Budget=128×3, Prompting=Few-shot, Sorting Strategy=Position sorting2026.01 | 12.47 | |
| PICToken Budget=128×52026.01 | 12.26 | |
| M-RAG-SToken Budget=128×3, Prompting=Zero-shot, Sorting Strategy=Similarity sorting2026.01 | 12.14 | |
| M-RAG†-SToken Budget=128×3, Prompting=Few-shot, Sorting Strategy=Similarity sorting2026.01 | 12.08 | |
| SemanticToken Budget=128×32026.01 | 12 | |
| DOSToken Budget=128×32026.01 | 11.91 | |
| Fixed-SizeToken Budget=128×52026.01 | 10.94 | |
| PICToken Budget=128×32026.01 | 10.92 | |
| Fixed-SizeToken Budget=128×32026.01 | 9.52 | |
| DOSToken Budget=128×12026.01 | 8.43 | |
| M-RAG†-PToken Budget=128×1, Prompting=Few-shot, Sorting Strategy=Position sorting2026.01 | 7.36 | |
| M-RAG-PToken Budget=128×1, Prompting=Zero-shot, Sorting Strategy=Position sorting2026.01 | 6.84 | |
| Fixed-SizeToken Budget=128×12026.01 | 6.6 | |
| M-RAG-SToken Budget=128×1, Prompting=Zero-shot, Sorting Strategy=Similarity sorting2026.01 | 6.57 | |
| M-RAG†-SToken Budget=128×1, Prompting=Few-shot, Sorting Strategy=Similarity sorting2026.01 | 6.44 | |
| PICToken Budget=128×12026.01 | 6.18 | |
| SemanticToken Budget=128×12026.01 | 6.17 |