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11/29/2022
SPARTAN: Sparse Hierarchical Memory for Parameter-Efficient Transformers
Fine-tuning pre-trained language models (PLMs) achieves impressive perfo...
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06/16/2022
GAAMA 2.0: An Integrated System that Answers Boolean and Extractive Questions
Recent machine reading comprehension datasets include extractive and boo...
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05/07/2021
VAULT: VAriable Unified Long Text Representation for Machine Reading Comprehension
Existing models on Machine Reading Comprehension (MRC) require complex m...
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10/12/2020
Multi-Stage Pre-training for Low-Resource Domain Adaptation
Transfer learning techniques are particularly useful in NLP tasks where ...
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11/08/2019
The TechQA Dataset
We introduce TechQA, a domain-adaptation question answering dataset for ...
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10/30/2019
Ensembling Strategies for Answering Natural Questions
Many of the top question answering systems today utilize ensembling to i...
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09/11/2019
Frustratingly Easy Natural Question Answering
Existing literature on Question Answering (QA) mostly focuses on algorit...
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09/09/2019
Span Selection Pre-training for Question Answering
BERT (Bidirectional Encoder Representations from Transformers) and relat...
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08/16/2019