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Representing Numbers in NLP: a Survey and a Vision
North American Chapter of the Association for Computational Linguistics (NAACL), 2021
24 March 2021
Avijit Thawani
Jay Pujara
Pedro A. Szekely
Filip Ilievski
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Papers citing
"Representing Numbers in NLP: a Survey and a Vision"
50 / 75 papers shown
Orion-Bix: Bi-Axial Attention for Tabular In-Context Learning
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Pratinav Seth
Aditya Tanna
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How Different Tokenization Algorithms Impact LLMs and Transformer Models for Binary Code Analysis
Ahmed Mostafa
Raisul Arefin Nahid
Samuel Mulder
156
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05 Nov 2025
The Art of Breaking Words: Rethinking Multilingual Tokenizer Design
Aamod Thakur
Ajay Nagpal
Atharva Savarkar
Kundeshwar Pundalik
Siddhesh Dosi
Piyush Sawarkar
Viraj Thakur
Rohit Saluja
Maunendra Sankar Desarkar
Ganesh Ramakrishnan
240
2
0
03 Aug 2025
TabSTAR: A Tabular Foundation Model for Tabular Data with Text Fields
Alan Arazi
Eilam Shapira
Roi Reichart
LMTD
578
0
0
23 May 2025
CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective
IEEE International Conference on Data Engineering (ICDE), 2025
Ze Zhao
Bin Lu
Xiaoying Gan
Gu Tang
Luoyi Fu
Xinbing Wang
AI4CE
LRM
142
0
0
19 Apr 2025
SuperBPE: Space Travel for Language Models
Alisa Liu
J. Hayase
Valentin Hofmann
Sewoong Oh
Noah A. Smith
Yejin Choi
595
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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
233
1
0
06 Mar 2025
In-context Learning of Evolving Data Streams with Tabular Foundational Models
Afonso Lourenço
João Gama
Eric P. Xing
Goreti Marreiros
532
2
0
24 Feb 2025
Tokenization is Sensitive to Language Variation
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Anna Wegmann
Dong Nguyen
David Jurgens
498
7
0
21 Feb 2025
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
471
6
0
04 Nov 2024
Interleaving Text and Number Embeddings to Solve Mathemathics Problems
Marvin Alberts
Gianmarco Gabrieli
Irina Espejo Morales
268
6
0
25 Oct 2024
Language Models are Symbolic Learners in Arithmetic
Chunyuan Deng
Zhiqi Li
Roy Xie
Ruidi Chang
Hanjie Chen
260
8
0
21 Oct 2024
Scalable Representation Learning for Multimodal Tabular Transactions
Natraj Raman
Sumitra Ganesh
Manuela Veloso
LMTD
167
3
0
10 Oct 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology
International Conference on Learning Representations (ICLR), 2024
Pei Liu
Luping Ji
Jiaxiang Gou
Bo Fu
Mao Ye
601
13
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
276
53
0
06 Sep 2024
Interpreting and Improving Large Language Models in Arithmetic Calculation
International Conference on Machine Learning (ICML), 2024
Wei Zhang
Chaoqun Wan
Yonggang Zhang
Yiu-ming Cheung
Xinmei Tian
Xu Shen
Jieping Ye
LRM
397
44
0
03 Sep 2024
Numbers Matter! Bringing Quantity-awareness to Retrieval Systems
Satya Almasian
Milena Bruseva
Michael Gertz
253
2
0
14 Jul 2024
How to Leverage Digit Embeddings to Represent Numbers?
Jasivan Sivakumar
N. Moosavi
203
5
0
01 Jul 2024
Pre-trained Large Language Models Use Fourier Features to Compute Addition
Tianyi Zhou
Deqing Fu
Willie Neiswanger
Robin Jia
LRM
328
38
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
215
1
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05 Jun 2024
Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks
Mahdi Sabbaghi
George Pappas
Hamed Hassani
Surbhi Goel
371
10
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04 Jun 2024
Why Tabular Foundation Models Should Be a Research Priority
B. V. Breugel
M. Schaar
LMTD
VLM
AI4CE
465
106
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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
351
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
332
3
0
16 Feb 2024
Getting the most out of your tokenizer for pre-training and domain adaptation
Gautier Dagan
Gabriele Synnaeve
Baptiste Rozière
407
68
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
358
0
0
16 Jan 2024
Enhancing Quantitative Reasoning Skills of Large Language Models through Dimension Perception
IEEE International Conference on Data Engineering (ICDE), 2023
Yuncheng Huang
Qi He
Jiaqing Liang
Sihang Jiang
Yanghua Xiao
Yunwen Chen
LRM
202
5
0
29 Dec 2023
BizBench: A Quantitative Reasoning Benchmark for Business and Finance
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Rik Koncel-Kedziorski
Michael Krumdick
Viet Dac Lai
Varshini Reddy
Charles Lovering
Chris Tanner
AIMat
362
26
0
11 Nov 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Mubashara Akhtar
Abhilash Shankarampeta
Vivek Gupta
Arpit Patil
O. Cocarascu
Elena Simperl
LRM
ReLM
LMTD
ELM
286
45
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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
335
40
0
21 Oct 2023
Learn Your Tokens: Word-Pooled Tokenization for Language Modeling
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Avijit Thawani
Saurabh Ghanekar
Xiaoyuan Zhu
Jay Pujara
328
11
0
17 Oct 2023
Estimating Numbers without Regression
Avijit Thawani
Jay Pujara
Ashwin Kalyan
224
1
0
09 Oct 2023
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training
International Conference on Learning Representations (ICLR), 2023
Kazem Meidani
Parshin Shojaee
Chandan K. Reddy
A. Farimani
418
36
0
03 Oct 2023
Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning
AAAI Conference on Artificial Intelligence (AAAI), 2023
Dingzirui Wang
Longxu Dou
Wenbin Zhang
Junyu Zeng
Wanxiang Che
AIMat
252
10
0
21 Aug 2023
Estimating Post-OCR Denoising Complexity on Numerical Texts
Asian Conference on Intelligent Information and Database Systems (ACIIDS), 2023
Arthur Hemmer
Jérôme Brachat
Mickael Coustaty
J. Ogier
161
4
0
03 Jul 2023
Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Katherine Tian
E. Mitchell
Allan Zhou
Archit Sharma
Rafael Rafailov
Huaxiu Yao
Chelsea Finn
Christopher D. Manning
545
643
0
24 May 2023
Human Behavioral Benchmarking: Numeric Magnitude Comparison Effects in Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Raj Sanjay Shah
Vijay Marupudi
Reba Koenen
Khushi Bhardwaj
Sashank Varma
414
11
0
18 May 2023
Learning Non-linguistic Skills without Sacrificing Linguistic Proficiency
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Mandar Sharma
Nikhil Muralidhar
Naren Ramakrishnan
CLL
242
5
0
14 May 2023
How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model
Neural Information Processing Systems (NeurIPS), 2023
Michael Hanna
Ollie Liu
Alexandre Variengien
LRM
1.1K
202
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30 Apr 2023
MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks
Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Lei Zhang
Yuge Zhang
Kan Ren
Dongsheng Li
Yuqing Yang
LLMAG
330
72
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28 Apr 2023
Evaluating Transformer Language Models on Arithmetic Operations Using Number Decomposition
International Conference on Language Resources and Evaluation (LREC), 2023
Matteo Muffo
A. Cocco
Enrico Bertino
ReLM
240
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KitchenScale: Learning to predict ingredient quantities from recipe contexts
Expert systems with applications (ESWA), 2023
Donghee Choi
Mogan Gim
Samy Badreddine
Hajung Kim
Donghyeon Park
Jaewoo Kang
193
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21 Apr 2023
Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models
Applied Sciences (Appl. Sci.), 2023
Alberto Testolin
AIMat
278
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14 Mar 2023
Extracting Victim Counts from Text
Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Mian Zhong
Shehzaad Dhuliawala
Niklas Stoehr
254
5
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23 Feb 2023
Reading and Reasoning over Chart Images for Evidence-based Automated Fact-Checking
Findings (Findings), 2023
Mubashara Akhtar
O. Cocarascu
Elena Simperl
399
41
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27 Jan 2023
A Survey of Deep Learning for Mathematical Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
Pan Lu
Liang Qiu
Wenhao Yu
Sean Welleck
Kai-Wei Chang
ReLM
LRM
400
193
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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
320
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06 Dec 2022
A Survey on Medical Document Summarization
Raghav Jain
Anubhav Jangra
S. Saha
Adam Jatowt
3DGS
MedIm
261
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03 Dec 2022
T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction
AAAI Conference on Artificial Intelligence (AAAI), 2022
Jiahuan Yan
Jintai Chen
YiXuan Wu
Benlin Liu
Jian Wu
302
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30 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning
Hattie Zhou
Azade Nova
Hugo Larochelle
Rameswar Panda
Behnam Neyshabur
Hanie Sedghi
LRM
ReLM
416
135
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15 Nov 2022
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