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Solving Quantitative Reasoning Problems with Language Models

Solving Quantitative Reasoning Problems with Language Models

29 June 2022
Aitor Lewkowycz
Anders Andreassen
David Dohan
Ethan Dyer
Henryk Michalewski
V. Ramasesh
Ambrose Slone
Cem Anil
Imanol Schlag
Theo Gutman-Solo
Yuhuai Wu
Behnam Neyshabur
Guy Gur-Ari
Vedant Misra
    ReLM
    ELM
    LRM
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Papers citing "Solving Quantitative Reasoning Problems with Language Models"

50 / 540 papers shown
Title
Safety without alignment
Safety without alignment
András Kornai
M. Bukatin
Zsolt Zombori
LLMSV
11
0
0
27 Feb 2023
ProofNet: Autoformalizing and Formally Proving Undergraduate-Level
  Mathematics
ProofNet: Autoformalizing and Formally Proving Undergraduate-Level Mathematics
Zhangir Azerbayev
Bartosz Piotrowski
Hailey Schoelkopf
Edward W. Ayers
Dragomir R. Radev
J. Avigad
AIMat
11
66
0
24 Feb 2023
Optical Transformers
Optical Transformers
Maxwell G. Anderson
Shifan Ma
Tianyu Wang
Logan G. Wright
Peter L. McMahon
12
20
0
20 Feb 2023
Learning Language Representations with Logical Inductive Bias
Learning Language Representations with Logical Inductive Bias
Jianshu Chen
NAI
AI4CE
LRM
23
2
0
19 Feb 2023
Complex QA and language models hybrid architectures, Survey
Complex QA and language models hybrid architectures, Survey
Xavier Daull
P. Bellot
Emmanuel Bruno
Vincent Martin
Elisabeth Murisasco
ELM
19
15
0
17 Feb 2023
Large Language Models Fail on Trivial Alterations to Theory-of-Mind
  Tasks
Large Language Models Fail on Trivial Alterations to Theory-of-Mind Tasks
T. Ullman
LRM
11
213
0
16 Feb 2023
Empirical Investigation of Neural Symbolic Reasoning Strategies
Empirical Investigation of Neural Symbolic Reasoning Strategies
Yoichi Aoki
Keito Kudo
Tatsuki Kuribayashi
Ana Brassard
Masashi Yoshikawa
Keisuke Sakaguchi
Kentaro Inui
8
2
0
16 Feb 2023
Tree-Based Representation and Generation of Natural and Mathematical
  Language
Tree-Based Representation and Generation of Natural and Mathematical Language
Alexander Scarlatos
Andrew S. Lan
6
18
0
15 Feb 2023
Augmented Language Models: a Survey
Augmented Language Models: a Survey
Grégoire Mialon
Roberto Dessì
Maria Lomeli
Christoforos Nalmpantis
Ramakanth Pasunuru
...
Jane Dwivedi-Yu
Asli Celikyilmaz
Edouard Grave
Yann LeCun
Thomas Scialom
LRM
KELM
31
363
0
15 Feb 2023
Transformer models: an introduction and catalog
Transformer models: an introduction and catalog
X. Amatriain
Ananth Sankar
Jie Bing
Praveen Kumar Bodigutla
Timothy J. Hazen
Michaeel Kazi
17
50
0
12 Feb 2023
Learning by Applying: A General Framework for Mathematical Reasoning via
  Enhancing Explicit Knowledge Learning
Learning by Applying: A General Framework for Mathematical Reasoning via Enhancing Explicit Knowledge Learning
Jia-Yin Liu
Zhenya Huang
Chengxiang Zhai
Qi Liu
11
20
0
11 Feb 2023
The Wisdom of Hindsight Makes Language Models Better Instruction
  Followers
The Wisdom of Hindsight Makes Language Models Better Instruction Followers
Tianjun Zhang
Fangchen Liu
Justin Wong
Pieter Abbeel
Joseph E. Gonzalez
8
43
0
10 Feb 2023
Binarized Neural Machine Translation
Binarized Neural Machine Translation
Yichi Zhang
Ankush Garg
Yuan Cao
Lukasz Lew
Behrooz Ghorbani
Zhiru Zhang
Orhan Firat
MQ
23
14
0
09 Feb 2023
Is ChatGPT a General-Purpose Natural Language Processing Task Solver?
Is ChatGPT a General-Purpose Natural Language Processing Task Solver?
Chengwei Qin
Aston Zhang
Zhuosheng Zhang
Jiaao Chen
Michihiro Yasunaga
Diyi Yang
LM&MA
AI4MH
LRM
ELM
32
663
0
08 Feb 2023
Data Selection for Language Models via Importance Resampling
Data Selection for Language Models via Importance Resampling
Sang Michael Xie
Shibani Santurkar
Tengyu Ma
Percy Liang
6
170
0
06 Feb 2023
Learning a Fourier Transform for Linear Relative Positional Encodings in
  Transformers
Learning a Fourier Transform for Linear Relative Positional Encodings in Transformers
K. Choromanski
Shanda Li
Valerii Likhosherstov
Kumar Avinava Dubey
Shengjie Luo
Di He
Yiming Yang
Tamás Sarlós
Thomas Weingarten
Adrian Weller
17
8
0
03 Feb 2023
QR-CLIP: Introducing Explicit Open-World Knowledge for Location and Time
  Reasoning
QR-CLIP: Introducing Explicit Open-World Knowledge for Location and Time Reasoning
Weimin Shi
Mingchen Zhuge
D. Gao
Zhong Zhou
Ming-Ming Cheng
Deng-Ping Fan
LRM
VLM
23
0
0
02 Feb 2023
Mathematical Capabilities of ChatGPT
Mathematical Capabilities of ChatGPT
Simon Frieder
Luca Pinchetti
Alexis Chevalier
Ryan-Rhys Griffiths
Tommaso Salvatori
Thomas Lukasiewicz
P. Petersen
Julius Berner
ELM
AI4MH
16
399
0
31 Jan 2023
Large Language Models are Versatile Decomposers: Decompose Evidence and
  Questions for Table-based Reasoning
Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning
Yunhu Ye
Binyuan Hui
Min Yang
Binhua Li
Fei Huang
Yongbin Li
LMTD
ReLM
LRM
25
142
0
31 Jan 2023
The Flan Collection: Designing Data and Methods for Effective
  Instruction Tuning
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
Shayne Longpre
Le Hou
Tu Vu
Albert Webson
Hyung Won Chung
...
Denny Zhou
Quoc V. Le
Barret Zoph
Jason W. Wei
Adam Roberts
ALM
22
621
0
31 Jan 2023
Faithful Chain-of-Thought Reasoning
Faithful Chain-of-Thought Reasoning
Qing Lyu
Shreya Havaldar
Adam Stein
Li Zhang
D. Rao
Eric Wong
Marianna Apidianaki
Chris Callison-Burch
ReLM
LRM
16
207
0
31 Jan 2023
Looped Transformers as Programmable Computers
Looped Transformers as Programmable Computers
Angeliki Giannou
Shashank Rajput
Jy-yong Sohn
Kangwook Lee
Jason D. Lee
Dimitris Papailiopoulos
8
94
0
30 Jan 2023
Generalization on the Unseen, Logic Reasoning and Degree Curriculum
Generalization on the Unseen, Logic Reasoning and Degree Curriculum
Emmanuel Abbe
Samy Bengio
Aryo Lotfi
Kevin Rizk
LRM
16
47
0
30 Jan 2023
Unifying Molecular and Textual Representations via Multi-task Language
  Modelling
Unifying Molecular and Textual Representations via Multi-task Language Modelling
Dimitrios Christofidellis
Giorgio Giannone
Jannis Born
Ole Winther
Teodoro Laino
Matteo Manica
AI4CE
11
79
0
29 Jan 2023
Learning to solve arithmetic problems with a virtual abacus
Learning to solve arithmetic problems with a virtual abacus
Flavio Petruzzellis
Ling-Hao Chen
Alberto Testolin
27
1
0
17 Jan 2023
Dissociating language and thought in large language models
Dissociating language and thought in large language models
Kyle Mahowald
Anna A. Ivanova
I. Blank
Nancy Kanwisher
J. Tenenbaum
Evelina Fedorenko
ELM
ReLM
23
208
0
16 Jan 2023
EXIF as Language: Learning Cross-Modal Associations Between Images and
  Camera Metadata
EXIF as Language: Learning Cross-Modal Associations Between Images and Camera Metadata
Chenhao Zheng
Ayush Shrivastava
Andrew Owens
VLM
25
11
0
11 Jan 2023
Large Language Models Encode Clinical Knowledge
Large Language Models Encode Clinical Knowledge
K. Singhal
Shekoofeh Azizi
T. Tu
S. S. Mahdavi
Jason W. Wei
...
A. Rajkomar
Joelle Barral
Christopher Semturs
Alan Karthikesalingam
Vivek Natarajan
LM&MA
ELM
AI4MH
19
2,154
0
26 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning
A Survey of Deep Learning for Mathematical Reasoning
Pan Lu
Liang Qiu
Wenhao Yu
Sean Welleck
Kai-Wei Chang
ReLM
LRM
32
137
0
20 Dec 2022
Is GPT-3 a Good Data Annotator?
Is GPT-3 a Good Data Annotator?
Bosheng Ding
Chengwei Qin
Linlin Liu
Yew Ken Chia
Shafiq R. Joty
Boyang Albert Li
Lidong Bing
24
231
0
20 Dec 2022
Towards Reasoning in Large Language Models: A Survey
Towards Reasoning in Large Language Models: A Survey
Jie Huang
Kevin Chen-Chuan Chang
LM&MA
ELM
LRM
19
579
0
20 Dec 2022
Large Language Models Are Reasoning Teachers
Large Language Models Are Reasoning Teachers
Namgyu Ho
Laura Schmid
Se-Young Yun
ReLM
ELM
LRM
8
314
0
20 Dec 2022
Reasoning with Language Model Prompting: A Survey
Reasoning with Language Model Prompting: A Survey
Shuofei Qiao
Yixin Ou
Ningyu Zhang
Xiang Chen
Yunzhi Yao
Shumin Deng
Chuanqi Tan
Fei Huang
Huajun Chen
ReLM
ELM
LRM
49
307
0
19 Dec 2022
Can Retriever-Augmented Language Models Reason? The Blame Game Between
  the Retriever and the Language Model
Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language Model
Parishad BehnamGhader
Santiago Miret
Siva Reddy
ReLM
LRM
14
36
0
18 Dec 2022
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning
O. Yu. Golovneva
Moya Chen
Spencer Poff
Martin Corredor
Luke Zettlemoyer
Maryam Fazel-Zarandi
Asli Celikyilmaz
ReLM
LRM
20
137
0
15 Dec 2022
Programming Is Hard -- Or at Least It Used to Be: Educational
  Opportunities And Challenges of AI Code Generation
Programming Is Hard -- Or at Least It Used to Be: Educational Opportunities And Challenges of AI Code Generation
Brett A. Becker
Paul Denny
James Finnie-Ansley
Andrew Luxton-Reilly
James Prather
E. Santos
17
258
0
02 Dec 2022
Distilling Reasoning Capabilities into Smaller Language Models
Distilling Reasoning Capabilities into Smaller Language Models
Kumar Shridhar
Alessandro Stolfo
Mrinmaya Sachan
LRM
ReLM
11
154
0
01 Dec 2022
Explicit Knowledge Transfer for Weakly-Supervised Code Generation
Explicit Knowledge Transfer for Weakly-Supervised Code Generation
Zhangir Azerbayev
Ansong Ni
Hailey Schoelkopf
Dragomir R. Radev
18
4
0
30 Nov 2022
Is Conditional Generative Modeling all you need for Decision-Making?
Is Conditional Generative Modeling all you need for Decision-Making?
Anurag Ajay
Yilun Du
Abhi Gupta
J. Tenenbaum
Tommi Jaakkola
Pulkit Agrawal
DiffM
34
359
0
28 Nov 2022
Solving math word problems with process- and outcome-based feedback
Solving math word problems with process- and outcome-based feedback
J. Uesato
Nate Kushman
Ramana Kumar
Francis Song
Noah Y. Siegel
L. Wang
Antonia Creswell
G. Irving
I. Higgins
FaML
ReLM
AIMat
LRM
19
279
0
25 Nov 2022
PAL: Program-aided Language Models
PAL: Program-aided Language Models
Luyu Gao
Aman Madaan
Shuyan Zhou
Uri Alon
Pengfei Liu
Yiming Yang
Jamie Callan
Graham Neubig
ReLM
LRM
29
411
0
18 Nov 2022
Galactica: A Large Language Model for Science
Galactica: A Large Language Model for Science
Ross Taylor
Marcin Kardas
Guillem Cucurull
Thomas Scialom
Anthony Hartshorn
Elvis Saravia
Andrew Poulton
Viktor Kerkez
Robert Stojnic
ELM
ReLM
29
721
0
16 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning
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
Logical Tasks for Measuring Extrapolation and Rule Comprehension
Logical Tasks for Measuring Extrapolation and Rule Comprehension
Ippei Fujisawa
Ryota Kanai
ELM
LRM
20
4
0
14 Nov 2022
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum
  Bayes Risk Decoding
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk Decoding
Mirac Suzgun
Luke Melas-Kyriazi
Dan Jurafsky
22
43
0
14 Nov 2022
Towards a Mathematics Formalisation Assistant using Large Language
  Models
Towards a Mathematics Formalisation Assistant using Large Language Models
Ayush Agrawal
Siddhartha Gadgil
Navin Goyal
Ashvni Narayanan
Anand Tadipatri
19
15
0
14 Nov 2022
Metaphors We Learn By
Metaphors We Learn By
Roland Memisevic
19
0
0
11 Nov 2022
Towards Better Out-of-Distribution Generalization of Neural Algorithmic
  Reasoning Tasks
Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks
Sadegh Mahdavi
Kevin Swersky
Thomas Kipf
Milad Hashemi
Christos Thrampoulidis
Renjie Liao
LRM
OOD
NAI
40
25
0
01 Nov 2022
A Simple, Yet Effective Approach to Finding Biases in Code Generation
A Simple, Yet Effective Approach to Finding Biases in Code Generation
Spyridon Mouselinos
Mateusz Malinowski
Henryk Michalewski
10
7
0
31 Oct 2022
A Solvable Model of Neural Scaling Laws
A Solvable Model of Neural Scaling Laws
A. Maloney
Daniel A. Roberts
J. Sully
17
51
0
30 Oct 2022
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