Injecting Numerical Reasoning Skills into Language Models

9 April 2020

Papers citing "Injecting Numerical Reasoning Skills into Language Models"

50 / 137 papers shown

Title
Reasoning Models Are More Easily Gaslighted Than You Think B. Zhu Hailong Yin Jingjing Chen Yu Jiang LRM 68 0 0 11 Jun 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 118 1 0 22 Mar 2025
The KoLMogorov Test: Compression by Code Generation Ori Yoran Kunhao Zheng Fabian Gloeckle Jonas Gehring Gabriel Synnaeve Taco Cohen 88 2 0 18 Mar 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 223 14 0 03 Jan 2025
EXPLORA: Efficient Exemplar Subset Selection for Complex Reasoning Kiran Purohit Venktesh V Raghuram Devalla Krishna Mohan Yerragorla Sourangshu Bhattacharya Avishek Anand LRM 79 3 0 06 Nov 2024
Number Cookbook: Number Understanding of Language Models and How to Improve It Haotong Yang Yi Hu Shijia Kang Zhouchen Lin Muhan Zhang LRM 108 8 0 06 Nov 2024
Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models Jonas Zausinger Lars Pennig Anamarija Kozina Sean Sdahl Julian Sikora ... Anna Ketteler Thorben Prein Vishwa Mohan Singh Michael Morris Danziger Jannis Born 75 3 0 04 Nov 2024
Gem: Gaussian Mixture Model Embeddings for Numerical Feature Distributions Hafiz Tayyab Rauf Alex Bogatu N. Paton André Freitas 55 0 0 09 Oct 2024
Path-Consistency: Prefix Enhancement for Efficient Inference in LLM Jiace Zhu Yingtao Shen Jie Zhao An Zou LLMAG LRM 113 4 0 25 Aug 2024
A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning Ye Yuan Chengwu Liu Jingyang Yuan Gongbo Sun Siqi Li Ming Zhang LRM 119 5 0 09 Aug 2024
Numbers Matter! Bringing Quantity-awareness to Retrieval Systems Satya Almasian Milena Bruseva Michael Gertz 53 0 0 14 Jul 2024
How to Leverage Digit Embeddings to Represent Numbers? Jasivan Sivakumar N. Moosavi 65 0 0 01 Jul 2024
What Are the Odds? Language Models Are Capable of Probabilistic Reasoning Akshay Paruchuri Jake Garrison Shun Liao John Hernandez Jacob Sunshine Tim Althoff Xin Liu Daniel J. McDuff LRM 84 9 0 18 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 140 42 0 16 Jun 2024
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Avi Caciularu Alon Jacovi Eyal Ben-David Sasha Goldshtein Tal Schuster Jonathan Herzig G. Elidan Amir Globerson LMTD 84 4 0 05 Jun 2024
Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks Mahdi Sabbaghi George Pappas Hamed Hassani Surbhi Goel 110 6 0 04 Jun 2024
Can Large Language Models put 2 and 2 together? Probing for Entailed Arithmetical Relationships D. Panas S. Seth V. Belle ReLM LRM 76 2 0 30 Apr 2024
Pre-Calc: Learning to Use the Calculator Improves Numeracy in Language Models Vishruth Veerendranath Vishwa Shah Kshitish Ghate 79 0 0 22 Apr 2024
DKE-Research at SemEval-2024 Task 2: Incorporating Data Augmentation with Generative Models and Biomedical Knowledge to Enhance Inference Robustness Yuqi Wang Zeqiang Wang Wei Wang Qi Chen Kaizhu Huang Anh Nguyen Suparna De 59 2 0 14 Apr 2024
Improving Language Model Reasoning with Self-motivated Learning Yunlong Feng Yang Xu Libo Qin Yasheng Wang Wanxiang Che LRM ReLM 73 7 0 10 Apr 2024
Laying Anchors: Semantically Priming Numerals in Language Modeling Mandar Sharma Rutuja Murlidhar Taware Pravesh Koirala Nikhil Muralidhar Naren Ramakrishnan 55 2 0 02 Apr 2024
LaPuda: LLM-Enabled Policy-Based Query Optimizer for Multi-modal Data Yifan Wang Haodi Ma Daisy Zhe Wang 55 1 0 20 Mar 2024
Dynamic Contexts for Generating Suggestion Questions in RAG Based Conversational Systems Anuja Tayal Aman Tyagi 90 7 0 18 Mar 2024
Training Table Question Answering via SQL Query Decomposition Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier ReLM LMTD 63 1 0 19 Feb 2024
Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che LRM 78 0 0 16 Feb 2024
SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang H. Foroosh Dong Yu Fei Liu 73 9 0 15 Feb 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 95 3 0 29 Dec 2023
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 131 23 0 27 Dec 2023
Do Smaller Language Models Answer Contextualised Questions Through Memorisation Or Generalisation? Tim Hartill Joshua Bensemann Michael Witbrock Patricia Riddle KELM 59 0 0 21 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 91 25 0 03 Nov 2023
In-Context Ability Transfer for Question Decomposition in Complex QA Venktesh V Sourangshu Bhattacharya Avishek Anand LRM ReLM 95 5 0 26 Oct 2023
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning Zheyuan Zhang Shane Storks Fengyuan Hu Sungryull Sohn Moontae Lee Honglak Lee Joyce Chai LRM 73 4 0 24 Oct 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 83 31 0 21 Oct 2023
Estimating Numbers without Regression Avijit Thawani Jay Pujara Ashwin Kalyan 56 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 126 19 0 03 Oct 2023
Evaluating the Deductive Competence of Large Language Models S. M. Seals V. Shalin ELM ReLM LRM 80 10 0 11 Sep 2023
Teaching Smaller Language Models To Generalise To Unseen Compositional Questions Tim Hartill N. Tan Michael Witbrock Patricia J. Riddle ReLM KELM LRM 69 2 0 02 Aug 2023
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks Omri Suissa M. Zhitomirsky-Geffet Avshalom Elmalech 52 1 0 30 Jul 2023
Learning Multi-Step Reasoning by Solving Arithmetic Tasks Tianduo Wang Wei Lu ReLM LRM 67 16 0 02 Jun 2023
FERMAT: An Alternative to Accuracy for Numerical Reasoning Jasivan Sivakumar N. Moosavi ReLM LRM 93 4 0 27 May 2023
Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models Oana Ignat Zhijing Jin Artem Abzaliev Laura Biester Santiago Castro ... Verónica Pérez-Rosas Siqi Shen Zekun Wang Winston Wu Rada Mihalcea LRM 136 6 0 21 May 2023
ReTAG: Reasoning Aware Table to Analytic Text Generation Deepanway Ghosal Preksha Nema A. Raghuveer LMTD LRM 78 5 0 19 May 2023
Human Behavioral Benchmarking: Numeric Magnitude Comparison Effects in Large Language Models Raj Sanjay Shah Vijay Marupudi Reba Koenen Khushi Bhardwaj Sashank Varma 69 6 0 18 May 2023
Learning Non-linguistic Skills without Sacrificing Linguistic Proficiency Mandar Sharma Nikhil Muralidhar Naren Ramakrishnan CLL 59 4 0 14 May 2023
Comprehensive Solution Program Centric Pretraining for Table-and-Text Hybrid Numerical Reasoning Qianying Liu Dongsheng Yang Wenjie Zhong Fei Cheng Sadao Kurohashi AIMat 82 0 0 12 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 307 132 0 30 Apr 2023
Evaluating Transformer Language Models on Arithmetic Operations Using Number Decomposition Matteo Muffo A. Cocco Enrico Bertino ReLM 62 25 0 21 Apr 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min Lin 88 17 0 17 Apr 2023
REFINER: Reasoning Feedback on Intermediate Representations Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 131 182 0 04 Apr 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 78 6 0 04 Apr 2023