Question Answering on NQ 1200 noisy contexts
83.13UnhelpfulGrft-requery
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Grft-requerytuning=Gated ReFT, mechanism=requery2025.02 | 83.13 | 82.2 | |
| Grfttuning=Gated ReFT2025.02 | 62.18 | 62.95 | |
| Astute-RAG2025.02 | 60.39 | 68.74 | |
| System Prompt2025.02 | 55.62 | 49.15 | |
| LLMmodel=Llama-7B-Chat2025.02 | 52.47 | 38.84 | |
| FT-Llama-Fullfine-tuning=Full2025.02 | 42.35 | 47.98 | |
| COTstrategy=Chain-of-thought2025.02 | 40.2 | 34.07 | |
| FT-Llama-Lorafine-tuning=LoRA2025.02 | 36.29 | 45.32 | |
| ICLstrategy=In-context learning2025.02 | 21.89 | 11.5 |