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ResearchFormerly WizWand

Question Answering on TriviaQA (EM, F1, LLM)

37.74EMSeleCom
-0.67769.296219.2729.2438Jan 25, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SeleComBackbone=Mistral-7B-Instruct, Top-k=5, Comp. Rate=82x2026.0137.7449.8348.37
LLM (with RAG*)Backbone=Mistral-7B-Instruct, Top-k=5, Comp. Rate=-2026.0137.7150.1949.06
LLM (with RAG*)Backbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=-2026.0135.4548.7246.8
SeleComBackbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=82x2026.0135.2647.2745.96
SeleComBackbone=Qwen2.5-7B-Instruct, Top-k=5, Comp. Rate=82x2026.0133.3445.5644.69
SeleComBackbone=Qwen2.5-7B-Instruct, Top-k=1, Comp. Rate=82x2026.0130.4742.4342.42
LLM (with RAG*)Backbone=Qwen2.5-7B-Instruct, Top-k=5, Comp. Rate=-2026.0128.9544.7646.32
LLM (with RAG*)Backbone=Qwen2.5-7B-Instruct, Top-k=1, Comp. Rate=-2026.0126.4941.1241.07
COCOMBackbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=128x2026.0113.7530.6837.58
LLM (with RAG)Backbone=Qwen2.5-7B-Instruct, Top-k=1, Comp. Rate=-2026.019.6324.1337.68
ICAEBackbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=4x2026.019.5325.0338.12
RECOMPBackbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=N/A2026.017.4322.1341.45
LLM (w/o RAG)Backbone=Qwen2.5-7B-Instruct, Top-k=1, Comp. Rate=-2026.016.9619.4628.6
LLM (with RAG)Backbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=-2026.016.4119.8140
LLMLingua-2Backbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=4x2026.015.7218.3437.21
LLM (w/o RAG)Backbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=-2026.015.5719.1838.93
xRAGBackbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=164x2026.015.3717.9240.28
PISCOBackbone=Mistral-7B-Instruct, Top-k=1, Comp. Rate=64x2026.010.89.1142.11