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Papers
FinQA: A Dataset of Numerical Reasoning over Financial Data
EMNLP 2021
Have You Seen That Number? Investigating Extrapolation in Question Answering Models
EMNLP 2021
Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text
EMNLP 2021
Investigating Numeracy Learning Ability of a Text-to-Text Transfer Model
EMNLP 2021
Learning Mathematical Properties of Integers
EMNLP 2021
Math Word Problem Solving with Explicit Numerical Values
ACL 2021
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset
EMNLP 2021
Numeracy enhances the Literacy of Language Models
EMNLP 2021
Numerical reasoning in machine reading comprehension tasks: are we there yet?
EMNLP 2021
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance
ACL 2021
Towards Table-to-Text Generation with Numerical Reasoning
ACL 2021
Injecting Numerical Reasoning Skills into Language Models
ACL 2020
Methods for Numeracy-Preserving Word Embeddings
EMNLP 2020
Question Directed Graph Attention Network for Numerical Reasoning over Text
EMNLP 2020
Do NLP Models Know Numbers? Probing Numeracy in Embeddings
EMNLP 2019
DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs
NAACL 2019
EQUATE: A Benchmark Evaluation Framework for Quantitative Reasoning in Natural Language Inference
CoNLL 2019
Exploring Numeracy in Word Embeddings
ACL 2019
Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension
EMNLP 2019
NumNet: Machine Reading Comprehension with Numerical Reasoning
EMNLP 2019
Neural Arithmetic Logic Units
NeurIPS 2018