12 citations · 23 across the 5 of their papers we have counts for
7 papers · 1 filter
NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks
Swaroop Mishra, Arindam Mitra, Neeraj Varshney +4
Given the ubiquitous nature of numbers in text, reasoning with numbers to perform simple calculations is an important skill of AI systems. While many datasets and models have been…
Can Transformers Reason About Effects of Actions?
Pratyay Banerjee, Chitta Baral, Man Luo +4
A recent work has shown that transformers are able to "reason" with facts and rules in a limited setting where the rules are natural language expressions of conjunctions of conditi…
Towards Question Format Independent Numerical Reasoning: A Set of Prerequisite Tasks
Swaroop Mishra, Arindam Mitra, Neeraj Varshney +2
Numerical reasoning is often important to accurately understand the world. Recently, several format-specific datasets have been proposed, such as numerical reasoning in the setting…
Natural Language QA Approaches using Reasoning with External Knowledge
Chitta Baral, Pratyay Banerjee, Kuntal Kumar Pal +1
Question answering (QA) in natural language (NL) has been an important aspect of AI from its early days. Winograd's ``councilmen'' example in his 1972 paper and McCarthy's Mr. Hug…
How Additional Knowledge can Improve Natural Language Commonsense Question Answering?
Arindam Mitra, Pratyay Banerjee, Kuntal Kumar Pal +2
Recently several datasets have been proposed to encourage research in Question Answering domains where commonsense knowledge is expected to play an important role. Recent language…
A Generate-Validate Approach to Answering Questions about Qualitative Relationships
Arindam Mitra, Chitta Baral, Aurgho Bhattacharjee +1
Qualitative relationships describe how increasing or decreasing one property (e.g. altitude) affects another (e.g. temperature). They are an important aspect of natural language qu…