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"

12 / 12 papers shown

Title
Disambiguating Numeral Sequences to Decipher Ancient Accounting Corpora Logan Born M. Willis Monroe K. K. Anoop Sarkar 135 0 0 31 Jan 2025
Mathematical Language Models: A Survey W. 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 41 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 34 1 0 17 Oct 2024
Pre-Calc: Learning to Use the Calculator Improves Numeracy in Language Models Vishruth Veerendranath Vishwa Shah Kshitish Ghate 21 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 19 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 11 6 0 21 Apr 2023
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems Jialiang Xu Mengyu Zhou Xinyi He Shi Han Dongmei Zhang AAML ELM AIMat 13 5 0 14 Nov 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 170 324 0 06 Oct 2022
Improving Downstream Task Performance by Treating Numbers as Entities Dhanasekar Sundararaman Vivek Subramanian Guoyin Wang Liyan Xu Lawrence Carin 11 5 0 07 May 2022
Learning Numeral Embeddings Chengyue Jiang Zhonglin Nian Kaihao Guo Shanbo Chu Yinggong Zhao Libin Shen Kewei Tu 22 20 0 28 Dec 2019
Recent Advances in Natural Language Inference: A Survey of Benchmarks, Resources, and Approaches Shane Storks Qiaozi Gao J. Chai 13 128 0 02 Apr 2019