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Question Answering on OQA (Accuracy)

49.8AccuracyGenKnowSub
23.38430.24237.143.958May 16, 2025Jun 20, 2025Jul 25, 2025Aug 30, 2025Oct 4, 2025Nov 8, 2025Dec 14, 2025

Evaluation results

MethodLinks
GenKnowSubBase Model=Phi-2, Setting=En, Evaluation Protocol=zero-shot2025.0549.8
ArrowBase Model=Phi-2, Evaluation Protocol=zero-shot2025.0548.6
GenKnowSubBase Model=Phi-2, Setting=Avg, Evaluation Protocol=zero-shot2025.0547.8
Phi-2Base Model=Phi-2, Evaluation Protocol=zero-shot2025.0544
LLM-Pruner+FinetuneParam Ratio=0.90, Base Model=LLaMA-3-8b, Fine-tuning Protocol=Alpaca dataset2025.1235
BaselineParam Ratio=1.00, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1234.8
LLRCParam Ratio=0.90, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1233.4
LLM-Pruner+FinetuneParam Ratio=0.90, Base Model=LLaMA-2-7b, Fine-tuning Protocol=Alpaca dataset2025.1233
LLM-Pruner+FinetuneParam Ratio=0.85, Base Model=LLaMA-2-7b, Fine-tuning Protocol=Alpaca dataset2025.1233
LLRCParam Ratio=0.80, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1232.8
LLRCParam Ratio=0.85, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1232.4
LLRCParam Ratio=0.90, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1232.4
BaselineParam Ratio=1.00, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1231.4
LLM-PrunerParam Ratio=0.90, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1231
LLM-PrunerParam Ratio=0.85, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1231
LLM-PrunerParam Ratio=0.90, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1231
LLM-Pruner+FinetuneParam Ratio=0.85, Base Model=LLaMA-3-8b, Fine-tuning Protocol=Alpaca dataset2025.1230.8
LLM-Pruner+FinetuneParam Ratio=0.80, Base Model=LLaMA-2-7b, Fine-tuning Protocol=Alpaca dataset2025.1230.4
LLM-Pruner+FinetuneParam Ratio=0.80, Base Model=LLaMA-3-8b, Fine-tuning Protocol=Alpaca dataset2025.1229.8
LLRCParam Ratio=0.85, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1229.6
LLM-PrunerParam Ratio=0.80, Base Model=LLaMA-2-7b, Fine-tuning Protocol=None2025.1229
LLM-PrunerParam Ratio=0.85, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1228.8
LLRCParam Ratio=0.80, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1225.4
LLM-PrunerParam Ratio=0.80, Base Model=LLaMA-3-8b, Fine-tuning Protocol=None2025.1224.4