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Open-domain Question Answering on TriviaQA (TQA) (dev)

72.7EMPAQ + FiE
68.12469.31270.571.688Nov 18, 2022Dec 19, 2022Jan 20, 2023Feb 20, 2023Mar 24, 2023Apr 24, 2023May 26, 2023

Evaluation results

MethodLinks
PAQ + FiEModel Scale=Large2022.1172.7—
RFiD-large#para=990M, implementation=our implementation2023.0572.7—
FiEModel Scale=Large2022.1171.6—
FiD-large#para=990M, implementation=our implementation2023.0571.6—
RFiD-base#para=440M, implementation=our implementation2023.0569.6—
PAQ + FiEModel Scale=Base2022.1169.5—
FiD-base#para=440M, implementation=our implementation2023.0568.6—
FiEModel Scale=Base2022.1168.3—
Entities as Experts#Params=360M, #Encoded=12021.10—43.2
Fusion-in-Decoder#Params=440M, #Encoded=1002021.10—65
RAG#Params=620M, #Encoded=1002021.10—56.8
REALM#Params=330M, #Encoded=52021.10—55.8
T5-11B#Params=11B, #Encoded=12021.10—42.3
TOME-1#Params=220M, #Encoded=12021.10—50.8
TOME-2#Params=220M, #Encoded=12021.10—54.6