Question Retrieval on CQADupStack (dev)
0.163Average PrecisionSBERT-supervised
Evaluation Results
| Method | Links | |
|---|---|---|
| SBERT-supervisedMethod Category=In-domain supervised (Upper bound)2021.04 | 0.163 | |
| USE-largeMethod Category=Out-of-the-box supervised, Note=Trained with in-domain training data for this dataset2021.04 | 0.159 | |
| TSDAETraining Strategy=Unsupervised learning, Backbone=BERT-base2021.04 | 0.145 | |
| TSDAETraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.04 | 0.144 | |
| MLMTraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.04 | 0.143 | |
| CTTraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.04 | 0.142 | |
| BERT-flowTraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.04 | 0.139 | |
| SimCSETraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.04 | 0.138 | |
| TSDAETraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.04 | 0.136 | |
| CTTraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.04 | 0.134 | |
| CTTraining Strategy=Unsupervised learning, Backbone=BERT-base2021.04 | 0.133 | |
| BM25Method Category=Classical Information Retrieval2021.04 | 0.133 | |
| SimCSETraining Strategy=Domain adaptation, Protocol=target task → NLI+STS2021.04 | 0.131 | |
| SBERT-base-nli-stsb-v2Method Category=Out-of-the-box supervised2021.04 | 0.129 | |
| SimCSETraining Strategy=Unsupervised learning, Backbone=BERT-base2021.04 | 0.124 | |
| SBERT-base-nli-v2Method Category=Out-of-the-box supervised2021.04 | 0.118 | |
| MLMTraining Strategy=Unsupervised learning, Backbone=BERT-base2021.04 | 0.117 | |
| Avg. GloVeMethod Category=Unsupervised Approaches2021.04 | 0.1 | |
| MLMTraining Strategy=Domain adaptation, Protocol=NLI+STS → target task2021.04 | 0.097 | |
| BERT-flowTraining Strategy=Unsupervised learning, Backbone=BERT-base2021.04 | 0.092 | |
| BERT-base-uncasedMethod Category=Pre-trained2021.04 | 0.065 | |
| Sent2VecMethod Category=Unsupervised Approaches2021.04 | 0.032 |