Do NLP Models Know Numbers? Probing Numeracy in Embeddings

Do NLP Models Know Numbers? Probing Numeracy in Embeddings

17 September 2019

Sujian Li

Papers citing "Do NLP Models Know Numbers? Probing Numeracy in Embeddings"

14 / 64 papers shown

Title
Investigating the Limitations of Transformers with Simple Arithmetic Tasks Rodrigo Nogueira Zhiying Jiang Jimmy J. Li LRM 24 123 0 25 Feb 2021
Data-to-text Generation with Macro Planning Ratish Puduppully Mirella Lapata 63 73 0 04 Feb 2021
Seeing past words: Testing the cross-modal capabilities of pretrained V&L models on counting tasks Letitia Parcalabescu Albert Gatt Anette Frank Iacer Calixto LRM 33 48 0 22 Dec 2020
Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity Kexin Pei Zhou Xuan Junfeng Yang Suman Jana Baishakhi Ray 27 89 0 16 Dec 2020
Infusing Finetuning with Semantic Dependencies Zhaofeng Wu Hao Peng Noah A. Smith 25 37 0 10 Dec 2020
An Empirical Investigation of Contextualized Number Prediction Daniel M. Spokoyny Taylor Berg-Kirkpatrick AI4TS 27 34 0 20 Oct 2020
Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation Laurel J. Orr Megan Leszczynski Simran Arora Sen Wu Neel Guha Xiao Ling Christopher Ré 143 48 0 20 Oct 2020
Understanding tables with intermediate pre-training Julian Martin Eisenschlos Syrine Krichene Thomas Müller LMTD 18 119 0 01 Oct 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 25 100 0 13 May 2020
Natural Language Premise Selection: Finding Supporting Statements for Mathematical Text Deborah Ferreira André Freitas AIMat 17 32 0 30 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 45 634 0 05 Apr 2020
oLMpics -- On what Language Model Pre-training Captures Alon Talmor Yanai Elazar Yoav Goldberg Jonathan Berant LRM 34 300 0 31 Dec 2019
Learning Numeral Embeddings Chengyue Jiang Zhonglin Nian Kaihao Guo Shanbo Chu Yinggong Zhao Libin Shen Kewei Tu 30 20 0 28 Dec 2019
What you can cram into a single vector: Probing sentence embeddings for linguistic properties Alexis Conneau Germán Kruszewski Guillaume Lample Loïc Barrault Marco Baroni 201 883 0 03 May 2018