Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers

21 May 2018

Papers citing "Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers"

17 / 17 papers shown

Title
Disambiguating Numeral Sequences to Decipher Ancient Accounting Corpora Logan Born M. Willis Monroe Kemal Kurniawan Anoop Sarkar 152 0 0 31 Jan 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
Number Cookbook: Number Understanding of Language Models and How to Improve It Haotong Yang Yi Hu Shijia Kang Zhouchen Lin Muhan Zhang LRM 46 2 0 06 Nov 2024
The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces Ahmed Oumar El-Shangiti Tatsuya Hiraoka Hilal AlQuabeh Benjamin Heinzerling Kentaro Inui 44 1 0 17 Oct 2024
Pre-Calc: Learning to Use the Calculator Improves Numeracy in Language Models Vishruth Veerendranath Vishwa Shah Kshitish Ghate 32 0 0 22 Apr 2024
Human Behavioral Benchmarking: Numeric Magnitude Comparison Effects in Large Language Models Raj Sanjay Shah Vijay Marupudi Reba Koenen Khushi Bhardwaj Sashank Varma 27 6 0 18 May 2023
KitchenScale: Learning to predict ingredient quantities from recipe contexts Donghee Choi Mogan Gim Samy Badreddine Hajung Kim Donghyeon Park Jaewoo Kang 23 6 0 21 Apr 2023
LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training Hongwei Han Jialiang Xu Mengyuan Zhou Yijia Shao Shi Han Dongmei Zhang LMTD 29 7 0 06 Dec 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems Jialiang Xu Mengyu Zhou Xinyi He Shi Han Dongmei Zhang AAML ELM AIMat 20 6 0 14 Nov 2022
Do Language Models Understand Measurements? Sungjin Park Seung-kook Ryu Edward Choi ReLM LRM 54 4 0 23 Oct 2022
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 172 326 0 06 Oct 2022
Improving Downstream Task Performance by Treating Numbers as Entities Dhanasekar Sundararaman Vivek Subramanian Guoyin Wang Liyan Xu Lawrence Carin 27 5 0 07 May 2022
Representing Numbers in NLP: a Survey and a Vision Avijit Thawani Jay Pujara Pedro A. Szekely Filip Ilievski 32 114 0 24 Mar 2021
An Empirical Investigation of Contextualized Number Prediction Daniel M. Spokoyny Taylor Berg-Kirkpatrick AI4TS 27 34 0 20 Oct 2020
Learning Numeral Embeddings Chengyue Jiang Zhonglin Nian Kaihao Guo Shanbo Chu Yinggong Zhao Libin Shen Kewei Tu 30 20 0 28 Dec 2019
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling IV RobertL.Logan Nelson F. Liu Matthew E. Peters Matt Gardner Sameer Singh RALM 25 186 0 17 Jun 2019
Recent Advances in Natural Language Inference: A Survey of Benchmarks, Resources, and Approaches Shane Storks Qiaozi Gao J. Chai 21 128 0 02 Apr 2019