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ResearchFormerly WizWand

Question Answering on NarrativeQA LongBench

15.92F1 ScoreLoRA
5.788.412511.04513.6775Jan 6, 2026Feb 3, 2026Mar 3, 2026Mar 31, 2026Apr 28, 2026May 26, 2026Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LoRA2026.0615.92
AdaLoRA2026.0615.71
DoRA2026.0615.69
QLoRA2026.0614.92
HRM2026.0614.92
M-RAG-SToken Budget=128×5, Prompting=Zero-shot, Sorting Strategy=Similarity sorting2026.0114.76
M-RAG-PToken Budget=128×5, Prompting=Zero-shot, Sorting Strategy=Position sorting2026.0114.59
SemanticToken Budget=128×52026.0114.49
DOSToken Budget=128×52026.0113.98
M-RAG†-PToken Budget=128×5, Prompting=Few-shot, Sorting Strategy=Position sorting2026.0113.81
M-RAG†-SToken Budget=128×5, Prompting=Few-shot, Sorting Strategy=Similarity sorting2026.0113.57
M-RAG-PToken Budget=128×3, Prompting=Zero-shot, Sorting Strategy=Position sorting2026.0112.79
M-RAG†-PToken Budget=128×3, Prompting=Few-shot, Sorting Strategy=Position sorting2026.0112.47
PICToken Budget=128×52026.0112.26
M-RAG-SToken Budget=128×3, Prompting=Zero-shot, Sorting Strategy=Similarity sorting2026.0112.14
M-RAG†-SToken Budget=128×3, Prompting=Few-shot, Sorting Strategy=Similarity sorting2026.0112.08
SemanticToken Budget=128×32026.0112
DOSToken Budget=128×32026.0111.91
Fixed-SizeToken Budget=128×52026.0110.94
PICToken Budget=128×32026.0110.92
Fixed-SizeToken Budget=128×32026.019.52
DOSToken Budget=128×12026.018.43
M-RAG†-PToken Budget=128×1, Prompting=Few-shot, Sorting Strategy=Position sorting2026.017.36
M-RAG-PToken Budget=128×1, Prompting=Zero-shot, Sorting Strategy=Position sorting2026.016.84
Fixed-SizeToken Budget=128×12026.016.6
M-RAG-SToken Budget=128×1, Prompting=Zero-shot, Sorting Strategy=Similarity sorting2026.016.57
M-RAG†-SToken Budget=128×1, Prompting=Few-shot, Sorting Strategy=Similarity sorting2026.016.44
PICToken Budget=128×12026.016.18
SemanticToken Budget=128×12026.016.17