Representing Numbers in NLP: a Survey and a Vision

24 March 2021

Papers citing "Representing Numbers in NLP: a Survey and a Vision"

50 / 73 papers shown

Title
SuperBPE: Space Travel for Language Models Alisa Liu J. Hayase Valentin Hofmann Sewoong Oh Noah A. Smith Yejin Choi 43 3 0 17 Mar 2025
BPQA Dataset: Evaluating How Well Language Models Leverage Blood Pressures to Answer Biomedical Questions Chi Hang Ruiqi Deng L. Jiang Zihao Yang Anton Alyakin Daniel Alber E. Oermann AI4MH LM&MA 47 0 0 06 Mar 2025
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 61 0 0 24 Feb 2025
Tokenization is Sensitive to Language Variation Anna Wegmann Dong Nguyen David Jurgens 82 1 0 24 Feb 2025
Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models Jonas Zausinger Lars Pennig Kacper Chlodny Vincent Limbach Anna Ketteler Thorben Prein Vishwa Mohan Singh Michael Morris Danziger Jannis Born 29 1 0 04 Nov 2024
Interleaving Text and Number Embeddings to Solve Mathemathics Problems Marvin Alberts Gianmarco Gabrieli Irina Espejo Morales 16 1 0 25 Oct 2024
Language Models are Symbolic Learners in Arithmetic Chunyuan Deng Zhiqi Li Roy Xie Ruidi Chang Hanjie Chen 35 3 0 21 Oct 2024
Scalable Representation Learning for Multimodal Tabular Transactions Natraj Raman Sumitra Ganesh Manuela Veloso LMTD 33 0 0 10 Oct 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology Pei Liu Luping Ji Jiaxiang Gou Bo Fu Mao Ye 26 2 0 14 Sep 2024
Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials Yizhen Zheng Huan Yee Koh M. Yang Li Li Lauren T. May Geoffrey I. Webb Shirui Pan George Church LM&MA 44 9 0 06 Sep 2024
Interpreting and Improving Large Language Models in Arithmetic Calculation Wei Zhang Chaoqun Wan Yonggang Zhang Yiu-ming Cheung Xinmei Tian Xu Shen Jieping Ye LRM 29 18 0 03 Sep 2024
Numbers Matter! Bringing Quantity-awareness to Retrieval Systems Satya Almasian Milena Bruseva Michael Gertz 25 0 0 14 Jul 2024
How to Leverage Digit Embeddings to Represent Numbers? Jasivan Sivakumar N. Moosavi 23 0 0 01 Jul 2024
Pre-trained Large Language Models Use Fourier Features to Compute Addition Tianyi Zhou Deqing Fu Vatsal Sharan Robin Jia LRM 34 9 0 05 Jun 2024
NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language Models Ancheng Xu Minghuan Tan Lei Wang Min Yang Ruifeng Xu LRM 49 0 0 05 Jun 2024
Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks Mahdi Sabbaghi George Pappas Hamed Hassani Surbhi Goel 41 4 0 04 Jun 2024
Why Tabular Foundation Models Should Be a Research Priority B. V. Breugel M. Schaar LMTD VLM AI4CE 39 33 0 02 May 2024
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models Hyeonwoo Kim Gyoungjin Gim Yungi Kim Jihoo Kim Byungju Kim Wonseok Lee Chanjun Park ReLM LRM 34 1 0 05 Apr 2024
Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che LRM 31 0 0 16 Feb 2024
Getting the most out of your tokenizer for pre-training and domain adaptation Gautier Dagan Gabriele Synnaeve Baptiste Rozière 32 20 0 01 Feb 2024
Code-Based English Models Surprising Performance on Chinese QA Pair Extraction Task Linghan Zheng Hui Liu Xiaojun Lin Jiayuan Dong Yue Sheng Gang Shi Zhiwei Liu Hongwei Chen 19 0 0 16 Jan 2024
Enhancing Quantitative Reasoning Skills of Large Language Models through Dimension Perception Yuncheng Huang Qi He Jiaqing Liang Sihang Jiang Yanghua Xiao Yunwen Chen LRM 62 2 0 29 Dec 2023
BizBench: A Quantitative Reasoning Benchmark for Business and Finance Rik Koncel-Kedziorski Michael Krumdick Viet Dac Lai Varshini Reddy Charles Lovering Chris Tanner AIMat 27 4 0 11 Nov 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 37 21 0 03 Nov 2023
LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions Andre Niyongabo Rubungo Craig Arnold Barry P. Rand Adji Bousso Dieng AI4CE 41 28 0 21 Oct 2023
Learn Your Tokens: Word-Pooled Tokenization for Language Modeling Avijit Thawani Saurabh Ghanekar Xiaoyuan Zhu Jay Pujara 30 4 0 17 Oct 2023
Estimating Numbers without Regression Avijit Thawani Jay Pujara Ashwin Kalyan 18 1 0 09 Oct 2023
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Kazem Meidani Parshin Shojaee Chandan K. Reddy A. Farimani 18 18 0 03 Oct 2023
Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning Dingzirui Wang Longxu Dou Wenbin Zhang Junyu Zeng Wanxiang Che AIMat 30 6 0 21 Aug 2023
Estimating Post-OCR Denoising Complexity on Numerical Texts Arthur Hemmer Jérôme Brachat Mickael Coustaty J. Ogier 14 3 0 03 Jul 2023
Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback Katherine Tian E. Mitchell Allan Zhou Archit Sharma Rafael Rafailov Huaxiu Yao Chelsea Finn Christopher D. Manning 49 284 0 24 May 2023
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
Learning Non-linguistic Skills without Sacrificing Linguistic Proficiency Mandar Sharma Nikhil Muralidhar Naren Ramakrishnan CLL 32 4 0 14 May 2023
How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model Michael Hanna Ollie Liu Alexandre Variengien LRM 189 120 0 30 Apr 2023
MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks Lei Zhang Yuge Zhang Kan Ren Dongsheng Li Yuqing Yang LLMAG 17 35 0 28 Apr 2023
Evaluating Transformer Language Models on Arithmetic Operations Using Number Decomposition Matteo Muffo A. Cocco Enrico Bertino ReLM 18 25 0 21 Apr 2023
KitchenScale: Learning to predict ingredient quantities from recipe contexts Donghee Choi Mogan Gim Samy Badreddine Hajung Kim Donghyeon Park Jaewoo Kang 18 6 0 21 Apr 2023
Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models Alberto Testolin AIMat 35 20 0 14 Mar 2023
Extracting Victim Counts from Text Mian Zhong S. Dhuliawala Niklas Stoehr 16 5 0 23 Feb 2023
Reading and Reasoning over Chart Images for Evidence-based Automated Fact-Checking Mubashara Akhtar O. Cocarascu Elena Simperl 21 25 0 27 Jan 2023
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 34 137 0 20 Dec 2022
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 27 7 0 06 Dec 2022
A Survey on Medical Document Summarization Raghav Jain Anubhav Jangra S. Saha Adam Jatowt 3DGS MedIm 39 19 0 03 Dec 2022
T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction Jiahuan Yan Jintai Chen YiXuan Wu D. Z. Chen Jian Wu 24 35 0 30 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Aaron C. Courville Behnam Neyshabur Hanie Sedghi LRM ReLM 30 108 0 15 Nov 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 5 0 14 Nov 2022
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question Answering Tengxun Zhang Hongfei Xu Josef van Genabith Deyi Xiong Hongying Zan AIMat LRM 16 5 0 07 Nov 2022
What do Large Language Models Learn beyond Language? Avinash Madasu Shashank Srivastava LRM AI4CE 39 5 0 21 Oct 2022
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models Alessandro Stolfo Zhijing Jin Kumar Shridhar Bernhard Schölkopf Mrinmaya Sachan ELM OOD LRM 35 61 0 21 Oct 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance Yang Deng Wenqiang Lei Wenxuan Zhang W. Lam Tat-Seng Chua 36 51 0 17 Oct 2022