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ResearchFormerly WizWand

Open-domain question answering on Natural Questions (Macro-averaged EM)

11.4Macro EMGPT-3 175B
0.0643.0075.958.893Dec 2, 2022
Updated 8mo ago

Evaluation results

MethodLinks
GPT-3 175B#Params=500x, C (Text Corpus)=false, Zero-shot=true2022.1211.4
BM25 + GPT-3 13B#Params=37x, C (Text Corpus)=true, Zero-shot=true2022.1211.2
BM25 + T5 3B#Params=8.5x, C (Text Corpus)=true, Zero-shot=true2022.1210.8
NPM#Params=1.0x, C (Text Corpus)=true, Zero-shot=true2022.1210.8
BM25 + OPT 6.7B#Params=19x, C (Text Corpus)=true, Zero-shot=true2022.1210.7
BM25 + OPT 13B#Params=37x, C (Text Corpus)=true, Zero-shot=true2022.1210.7
BM25 + GPT-3 6.7B#Params=19x, C (Text Corpus)=true, Zero-shot=true2022.128.8
BM25 + OPT 2.7B#Params=7.6x, C (Text Corpus)=true, Zero-shot=true2022.128.3
BM25 + GPT-3 175B#Params=500x, C (Text Corpus)=true, Zero-shot=true2022.126.4
BM25 + GPT-3 2.7B#Params=7.6x, C (Text Corpus)=true, Zero-shot=true2022.126.1
BM25 + T5#Params=2.2x, C (Text Corpus)=true, Zero-shot=true2022.125.2
GPT-3 13B#Params=37x, C (Text Corpus)=false, Zero-shot=true2022.125.2
OPT 6.7B#Params=19x, C (Text Corpus)=false, Zero-shot=true2022.124.2
OPT 13B#Params=37x, C (Text Corpus)=false, Zero-shot=true2022.124.2
GPT-3 6.7B#Params=19x, C (Text Corpus)=false, Zero-shot=true2022.123.1
OPT 2.7B#Params=7.6x, C (Text Corpus)=false, Zero-shot=true2022.122.1
T5 3B#Params=8.5x, C (Text Corpus)=false, Zero-shot=true2022.122
GPT-3 2.7B#Params=7.6x, C (Text Corpus)=false, Zero-shot=true2022.121.1
T5#Params=2.2x, C (Text Corpus)=false, Zero-shot=true2022.120.5