OpenCodePapers

open-domain-question-answering-on-searchqa

Open-Domain Question Answering
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PaperCodeEMN-gram F1Unigram AccF1ModelNameReleaseDate
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding68.0Cluster-Former (#C=512)2020-09-13
Reformer: The Efficient Transformer✓ Link66.0Locality-Sensitive Hashing2020-01-13
Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering65.1Multi-passage BERT2019-08-22
Generating Long Sequences with Sparse Transformers✓ Link64.7Sparse Attention2019-04-23
Densely Connected Attention Propagation for Reading Comprehension✓ Link62.2DECAPROP2018-11-10
Denoising Distantly Supervised Open-Domain Question Answering✓ Link58.8--64.5Denoising QA2018-07-01
Densely Connected Attention Propagation for Reading Comprehension✓ Link56.870.862.263.6DecaProp2018-11-10
R$^3$: Reinforced Reader-Ranker for Open-Domain Question Answering✓ Link49.0--55.3R^32017-08-31
Reading Wikipedia to Answer Open-Domain Questions✓ Link41.9DrQA2017-03-31
Multi-Granular Sequence Encoding via Dilated Compositional Units for Reading Comprehension-59.549.4-Bi-Attention + DCU-LSTM2018-10-01
A Question-Focused Multi-Factor Attention Network for Question Answering✓ Link-56.646.8-AMANDA2018-01-25
Focused Hierarchical RNNs for Conditional Sequence Processing53.446.8Focused Hierarchical RNN2018-06-12
Text Understanding with the Attention Sum Reader Network✓ Link22.841.3ASR2016-03-04
SpanBERT: Improving Pre-training by Representing and Predicting Spans✓ Link84.8SpanBERT2019-07-24