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ResearchFormerly WizWand

Question Retrieval on AskUbuntu (dev)

63.8APSBERT-supervised
47.88852.01956.1560.281Apr 14, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SBERT-supervisedMethod Category=In-domain supervised (Upper bound)2021.0463.8
MLMTraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.0460.6
TSDAETraining Strategy=Unsupervised learning, Backbone=BERT-base2021.0459.4
TSDAETraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.0459.4
USE-largeMethod Category=Out-of-the-box supervised, Note=Trained with in-domain training data for this dataset2021.0459.3
TSDAETraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.0458.7
BERT-flowTraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.0458.2
CTTraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.0457.9
SimCSETraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.0456.6
CTTraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.0456.4
CTTraining Strategy=Unsupervised learning, Backbone=BERT-base2021.0456.3
SimCSETraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.0456.2
SimCSETraining Strategy=Unsupervised learning, Backbone=BERT-base2021.0455.9
SBERT-base-nli-stsb-v2Method Category=Out-of-the-box supervised2021.0454.5
MLMTraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.0454.4
MLMTraining Strategy=Unsupervised learning, Backbone=BERT-base2021.0454.3
BERT-flowTraining Strategy=Unsupervised learning, Backbone=BERT-base2021.0453.7
BM25Method Category=Classical Information Retrieval2021.0453.4
SBERT-base-nli-v2Method Category=Out-of-the-box supervised2021.0453.4
Avg. GloVeMethod Category=Unsupervised Approaches2021.0451
Sent2VecMethod Category=Unsupervised Approaches2021.0449
BERT-base-uncasedMethod Category=Pre-trained (No task tuning)2021.0448.5