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ResearchFormerly WizWand

Open-set knowledge retrieval on T-REx (All)

34.5Macro-averaged EMNPM
2.2610.631927.37Dec 2, 2022
Updated 8mo ago

Evaluation results

MethodLinks
NPM#Params=1.0x, C (Text Corpus)=true, Zero-shot=true2022.1234.5
BM25 + GPT-3 175B#Params=500x, C (Text Corpus)=true, Zero-shot=true2022.1232
GPT-3 175B#Params=500x, C (Text Corpus)=false, Zero-shot=true2022.1225.7
BM25 + T5#Params=2.2x, C (Text Corpus)=true, Zero-shot=true2022.1222.2
BM25 + GPT-3 13B#Params=37x, C (Text Corpus)=true, Zero-shot=true2022.1222.2
BM25 + T5 3B#Params=8.5x, C (Text Corpus)=true, Zero-shot=true2022.1221.6
BM25 + OPT 13B#Params=37x, C (Text Corpus)=true, Zero-shot=true2022.1218.9
GPT-3 13B#Params=37x, C (Text Corpus)=false, Zero-shot=true2022.1216.4
OPT 13B#Params=37x, C (Text Corpus)=false, Zero-shot=true2022.1215
BM25 + GPT-3 6.7B#Params=19x, C (Text Corpus)=true, Zero-shot=true2022.1214.9
BM25 + OPT 2.7B#Params=7.6x, C (Text Corpus)=true, Zero-shot=true2022.1214.8
BM25 + OPT 6.7B#Params=19x, C (Text Corpus)=true, Zero-shot=true2022.1214.8
T5#Params=2.2x, C (Text Corpus)=false, Zero-shot=true2022.1213.3
T5 3B#Params=8.5x, C (Text Corpus)=false, Zero-shot=true2022.1212.1
OPT 6.7B#Params=19x, C (Text Corpus)=false, Zero-shot=true2022.1211.6
OPT 2.7B#Params=7.6x, C (Text Corpus)=false, Zero-shot=true2022.129.8
GPT-3 6.7B#Params=19x, C (Text Corpus)=false, Zero-shot=true2022.128.1
GPT-3 2.7B#Params=7.6x, C (Text Corpus)=false, Zero-shot=true2022.124.4
BM25 + GPT-3 2.7B#Params=7.6x, C (Text Corpus)=true, Zero-shot=true2022.123.5