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05/19/2023
STOAT: Structured Data to Analytical Text With Controls
Recent language models have made tremendous progress in the structured d...
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12/03/2022
T-STAR: Truthful Style Transfer using AMR Graph as Intermediate Representation
Unavailability of parallel corpora for training text style transfer (TST...
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10/09/2021
A Framework for Rationale Extraction for Deep QA models
As neural-network-based QA models become deeper and more complex, there ...
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01/22/2021
The heads hypothesis: A unifying statistical approach towards understanding multi-headed attention in BERT
Multi-headed attention heads are a mainstay in transformer-based models....
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10/18/2020
Towards Interpreting BERT for Reading Comprehension Based QA
BERT and its variants have achieved state-of-the-art performance in vari...
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08/13/2020
On the Importance of Local Information in Transformer Based Models
The self-attention module is a key component of Transformer-based models...
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04/29/2020
Towards Transparent and Explainable Attention Models
Recent studies on interpretability of attention distributions have led t...
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08/31/2019
Let's Ask Again: Refine Network for Automatic Question Generation
In this work, we focus on the task of Automatic Question Generation (AQG...
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04/04/2019
Frustratingly Poor Performance of Reading Comprehension Models on Non-adversarial Examples
When humans learn to perform a difficult task (say, reading comprehensio...
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04/04/2019
ElimiNet: A Model for Eliminating Options for Reading Comprehension with Multiple Choice Questions
The task of Reading Comprehension with Multiple Choice Questions, requir...
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08/30/2018
Towards a Better Metric for Evaluating Question Generation Systems
There has always been criticism for using n-gram based similarity metric...
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04/20/2018
A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization
Structured data summarization involves generation of natural language su...
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04/20/2018
Generating Descriptions from Structured Data Using a Bifocal Attention Mechanism and Gated Orthogonalization
In this work, we focus on the task of generating natural language descri...
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04/26/2017