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06/05/2023
Orca: Progressive Learning from Complex Explanation Traces of GPT-4
Recent research has focused on enhancing the capability of smaller model...
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04/12/2022
NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks
Given the ubiquitous nature of numbers in text, reasoning with numbers t...
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01/19/2022
Improving Biomedical Information Retrieval with Neural Retrievers
Information retrieval (IR) is essential in search engines and dialogue s...
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12/17/2020
Can Transformers Reason About Effects of Actions?
A recent work has shown that transformers are able to "reason" with fact...
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05/18/2020
Towards Question Format Independent Numerical Reasoning: A Set of Prerequisite Tasks
Numerical reasoning is often important to accurately understand the worl...
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03/06/2020
Natural Language QA Approaches using Reasoning with External Knowledge
Question answering (QA) in natural language (NL) has been an important a...
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09/19/2019
Exploring ways to incorporate additional knowledge to improve Natural Language Commonsense Question Answering
DARPA and Allen AI have proposed a collection of datasets to encourage r...
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08/09/2019
A Generate-Validate Approach to Answering Questions about Qualitative Relationships
Qualitative relationships describe how increasing or decreasing one prop...
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07/24/2019
Careful Selection of Knowledge to solve Open Book Question Answering
Open book question answering is a type of natural language based QA (NLQ...
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05/01/2019
Declarative Question Answering over Knowledge Bases containing Natural Language Text with Answer Set Programming
While in recent years machine learning (ML) based approaches have been t...
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04/22/2019
Understanding Roles and Entities: Datasets and Models for Natural Language Inference
We present two new datasets and a novel attention mechanism for Natural ...
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02/22/2018