Analysing Mathematical Reasoning Abilities of Neural Models

2 April 2019

Papers citing "Analysing Mathematical Reasoning Abilities of Neural Models"

50 / 277 papers shown

Title
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning Ke Wang Houxing Ren Aojun Zhou Zimu Lu Sichun Luo Weikang Shi Renrui Zhang Linqi Song Mingjie Zhan Hongsheng Li ReLM LRM SyDa 30 95 0 05 Oct 2023
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Kazem Meidani Parshin Shojaee Chandan K. Reddy A. Farimani 26 18 0 03 Oct 2023
Boolformer: Symbolic Regression of Logic Functions with Transformers Stéphane dÁscoli Samy Bengio Josh Susskind Emmanuel Abbe 19 5 0 21 Sep 2023
Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models Neha Sengupta Sunil Kumar Sahu Bokang Jia Satheesh Katipomu Haonan Li ... A. Jackson Hector Xuguang Ren Preslav Nakov Timothy Baldwin Eric P. Xing LRM 29 41 0 30 Aug 2023
AskIt: Unified Programming Interface for Programming with Large Language Models Katsumi Okuda Saman P. Amarasinghe ELM 14 2 0 29 Aug 2023
Learning the greatest common divisor: explaining transformer predictions Franccois Charton 23 17 0 29 Aug 2023
Boosting Logical Reasoning in Large Language Models through a New Framework: The Graph of Thought Bin Lei Pei-Hung Lin C. Liao Caiwen Ding ReLM ELM LRM AI4CE 27 39 0 16 Aug 2023
SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore Sewon Min Suchin Gururangan Eric Wallace Hannaneh Hajishirzi Noah A. Smith Luke Zettlemoyer AILaw 26 63 0 08 Aug 2023
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models Zheng Yuan Hongyi Yuan Cheng Li Guanting Dong Keming Lu Chuanqi Tan Chang Zhou Jingren Zhou LRM ALM 33 167 0 03 Aug 2023
IntelliGraphs: Datasets for Benchmarking Knowledge Graph Generation Thiviyan Thanapalasingam Emile van Krieken Peter Bloem Paul T. Groth 26 1 0 13 Jul 2023
Towards Robust and Efficient Continual Language Learning Adam Fisch Amal Rannen-Triki Razvan Pascanu J. Bornschein Angeliki Lazaridou E. Gribovskaya MarcÁurelio Ranzato CLL 32 1 0 11 Jul 2023
SALSA VERDE: a machine learning attack on Learning With Errors with sparse small secrets Cathy Li Emily Wenger Zeyuan Allen-Zhu François Charton Kristin E. Lauter AAML 33 10 0 20 Jun 2023
Graph Structure and Feature Extrapolation for Out-of-Distribution Generalization Xiner Li Shurui Gui Youzhi Luo Shuiwang Ji OODD OOD 30 10 0 13 Jun 2023
SequenceMatch: Imitation Learning for Autoregressive Sequence Modelling with Backtracking Chris Cundy Stefano Ermon 16 10 0 08 Jun 2023
PromptRobust: Towards Evaluating the Robustness of Large Language Models on Adversarial Prompts Kaijie Zhu Jindong Wang Jiaheng Zhou Zichen Wang Hao Chen ... Linyi Yang Weirong Ye Yue Zhang Neil Zhenqiang Gong Xingxu Xie SILM 50 144 0 07 Jun 2023
Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization Shurui Gui Meng Liu Xiner Li Youzhi Luo Shuiwang Ji CML OOD 31 24 0 01 Jun 2023
The Impact of Positional Encoding on Length Generalization in Transformers Amirhossein Kazemnejad Inkit Padhi Karthikeyan N. Ramamurthy Payel Das Siva Reddy 47 178 0 31 May 2023
Determinantal Point Process Attention Over Grid Cell Code Supports Out of Distribution Generalization S. S. Mondal Steven M. Frankland Taylor Webb Jonathan D. Cohen 45 1 0 28 May 2023
FERMAT: An Alternative to Accuracy for Numerical Reasoning Jasivan Sivakumar N. Moosavi ReLM LRM 43 3 0 27 May 2023
Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems Marek Kadlcík Michal Štefánik Ondřej Sotolář Vlastimil Martinek LRM 27 13 0 24 May 2023
UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning Ahmed Masry P. Kavehzadeh Do Xuan Long Enamul Hoque Chenyu You LRM 27 100 0 24 May 2023
GPT-SW3: An Autoregressive Language Model for the Nordic Languages Ariel Ekgren Amaru Cuba Gyllensten Felix Stollenwerk Joey Öhman T. Isbister Evangelia Gogoulou F. Carlsson Alice Heiman Judit Casademont Magnus Sahlgren 29 13 0 22 May 2023
A Symbolic Framework for Evaluating Mathematical Reasoning and Generalisation with Transformers Jordan Meadows Marco Valentino Damien Teney André Freitas 41 8 0 21 May 2023
TheoremQA: A Theorem-driven Question Answering dataset Wenhu Chen Ming Yin Max W.F. Ku Pan Lu Yixin Wan Xueguang Ma Jianyu Xu Xinyi Wang Tony Xia AIMat 38 124 0 21 May 2023
GPT-3.5, GPT-4, or BARD? Evaluating LLMs Reasoning Ability in Zero-Shot Setting and Performance Boosting Through Prompts Jessica Nayeli López Espejel E. Ettifouri Mahaman Sanoussi Yahaya Alassan El Mehdi Chouham Walid Dahhane ELM LRM 34 85 0 21 May 2023
VNHSGE: VietNamese High School Graduation Examination Dataset for Large Language Models Dao Xuan-Quy Le Ngoc-Bich Vo The-Duy Phan Xuan-Dung Ngo Bac-Bien Nguyen Van-Tien Nguyen Thi-My-Thanh Nguyen Hong-Phuoc 27 16 0 20 May 2023
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models Shangbin Feng Weijia Shi Yuyang Bai Vidhisha Balachandran Tianxing He Yulia Tsvetkov KELM 50 30 0 17 May 2023
Code Execution with Pre-trained Language Models Chenxiao Liu Shuai Lu Weizhu Chen Daxin Jiang Alexey Svyatkovskiy Shengyu Fu Neel Sundaresan Nan Duan ELM 30 21 0 08 May 2023
Vcc: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens Zhanpeng Zeng Cole Hawkins Min-Fong Hong Aston Zhang Nikolaos Pappas Vikas Singh Shuai Zheng 21 6 0 07 May 2023
Approximating CKY with Transformers Ghazal Khalighinejad Ollie Liu Sam Wiseman 52 2 0 03 May 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 25 37 0 28 Apr 2023
Evaluating Transformer Language Models on Arithmetic Operations Using Number Decomposition Matteo Muffo A. Cocco Enrico Bertino ReLM 26 25 0 21 Apr 2023
Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers Awni Altabaa Taylor Webb Jonathan D. Cohen John Lafferty 30 8 0 01 Apr 2023
The Nordic Pile: A 1.2TB Nordic Dataset for Language Modeling Joey Öhman S. Verlinden Ariel Ekgren Amaru Cuba Gyllensten T. Isbister Evangelia Gogoulou F. Carlsson Magnus Sahlgren 16 10 0 30 Mar 2023
Koala: An Index for Quantifying Overlaps with Pre-training Corpora Thuy-Trang Vu Xuanli He Gholamreza Haffari Ehsan Shareghi CLL 27 13 0 26 Mar 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
SGD learning on neural networks: leap complexity and saddle-to-saddle dynamics Emmanuel Abbe Enric Boix-Adserà Theodor Misiakiewicz FedML MLT 81 73 0 21 Feb 2023
Tree-Based Representation and Generation of Natural and Mathematical Language Alexander Scarlatos Andrew S. Lan 8 18 0 15 Feb 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su ... Tiezheng Yu Willy Chung Quyet V. Do Yan Xu Pascale Fung ReLM LRM 27 1,338 0 08 Feb 2023
GLADIS: A General and Large Acronym Disambiguation Benchmark Lihu Chen Gaël Varoquaux Fabian M. Suchanek ELM 31 4 0 03 Feb 2023
Recursive Neural Networks with Bottlenecks Diagnose (Non-)Compositionality Verna Dankers Ivan Titov 33 2 0 31 Jan 2023
Generalization on the Unseen, Logic Reasoning and Degree Curriculum Emmanuel Abbe Samy Bengio Aryo Lotfi Kevin Rizk LRM 41 49 0 30 Jan 2023
Break It Down: Evidence for Structural Compositionality in Neural Networks Michael A. Lepori Thomas Serre Ellie Pavlick 46 30 0 26 Jan 2023
Learning to solve arithmetic problems with a virtual abacus Flavio Petruzzellis Ling-Hao Chen Alberto Testolin 34 1 0 17 Jan 2023
Tracing and Manipulating Intermediate Values in Neural Math Problem Solvers Yuta Matsumoto Benjamin Heinzerling Masashi Yoshikawa Kentaro Inui AIFin 33 5 0 17 Jan 2023
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 50 139 0 20 Dec 2022
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering Fangyu Liu Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Yasemin Altun Nigel Collier Julian Martin Eisenschlos VLM LRM 19 89 0 19 Dec 2022
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 104 741 0 22 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 43 1 0 22 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Rameswar Panda Behnam Neyshabur Hanie Sedghi LRM ReLM 35 108 0 15 Nov 2022