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Self-Consistency Improves Chain of Thought Reasoning in Language Models

Self-Consistency Improves Chain of Thought Reasoning in Language Models

21 March 2022
Xuezhi Wang
Jason W. Wei
Dale Schuurmans
Quoc Le
Ed H. Chi
Sharan Narang
Aakanksha Chowdhery
Denny Zhou
    ReLM
    BDL
    LRM
    AI4CE
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Papers citing "Self-Consistency Improves Chain of Thought Reasoning in Language Models"

26 / 676 papers shown
Title
Summarization Programs: Interpretable Abstractive Summarization with
  Neural Modular Trees
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees
Swarnadeep Saha
Shiyue Zhang
Peter Hase
Joey Tianyi Zhou
29
19
0
21 Sep 2022
Recurrent Convolutional Neural Networks Learn Succinct Learning
  Algorithms
Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms
Surbhi Goel
Sham Kakade
Adam Tauman Kalai
Cyril Zhang
34
1
0
01 Sep 2022
CodeT: Code Generation with Generated Tests
CodeT: Code Generation with Generated Tests
Bei Chen
Fengji Zhang
A. Nguyen
Daoguang Zan
Zeqi Lin
Jian-Guang Lou
Weizhu Chen
43
319
0
21 Jul 2022
Language Model Cascades
Language Model Cascades
David Dohan
Winnie Xu
Aitor Lewkowycz
Jacob Austin
David Bieber
...
Henryk Michalewski
Rif A. Saurous
Jascha Narain Sohl-Dickstein
Kevin Patrick Murphy
Charles Sutton
ReLM
LRM
38
99
0
21 Jul 2022
Can large language models reason about medical questions?
Can large language models reason about medical questions?
Valentin Liévin
C. Hother
Andreas Geert Motzfeldt
Ole Winther
ELM
LM&MA
AI4MH
LRM
29
300
0
17 Jul 2022
Language models show human-like content effects on reasoning tasks
Language models show human-like content effects on reasoning tasks
Ishita Dasgupta
Andrew Kyle Lampinen
Stephanie C. Y. Chan
Hannah R. Sheahan
Antonia Creswell
D. Kumaran
James L. McClelland
Felix Hill
ReLM
LRM
30
181
0
14 Jul 2022
Language Models (Mostly) Know What They Know
Language Models (Mostly) Know What They Know
Saurav Kadavath
Tom Conerly
Amanda Askell
T. Henighan
Dawn Drain
...
Nicholas Joseph
Benjamin Mann
Sam McCandlish
C. Olah
Jared Kaplan
ELM
59
720
0
11 Jul 2022
Rationale-Augmented Ensembles in Language Models
Rationale-Augmented Ensembles in Language Models
Xuezhi Wang
Jason W. Wei
Dale Schuurmans
Quoc Le
Ed H. Chi
Denny Zhou
ReLM
LRM
38
124
0
02 Jul 2022
Solving Quantitative Reasoning Problems with Language Models
Solving Quantitative Reasoning Problems with Language Models
Aitor Lewkowycz
Anders Andreassen
David Dohan
Ethan Dyer
Henryk Michalewski
...
Theo Gutman-Solo
Yuhuai Wu
Behnam Neyshabur
Guy Gur-Ari
Vedant Misra
ReLM
ELM
LRM
61
755
0
29 Jun 2022
Emergent Abilities of Large Language Models
Emergent Abilities of Large Language Models
Jason W. Wei
Yi Tay
Rishi Bommasani
Colin Raffel
Barret Zoph
...
Tatsunori Hashimoto
Oriol Vinyals
Percy Liang
J. Dean
W. Fedus
ELM
ReLM
LRM
84
2,354
0
15 Jun 2022
Self-critiquing models for assisting human evaluators
Self-critiquing models for assisting human evaluators
William Saunders
Catherine Yeh
Jeff Wu
Steven Bills
Ouyang Long
Jonathan Ward
Jan Leike
ALM
ELM
29
282
0
12 Jun 2022
Non-Programmers Can Label Programs Indirectly via Active Examples: A
  Case Study with Text-to-SQL
Non-Programmers Can Label Programs Indirectly via Active Examples: A Case Study with Text-to-SQL
Ruiqi Zhong
Charles Burton Snell
Dan Klein
Jason Eisner
21
8
0
25 May 2022
Large Language Models are Zero-Shot Reasoners
Large Language Models are Zero-Shot Reasoners
Takeshi Kojima
S. Gu
Machel Reid
Yutaka Matsuo
Yusuke Iwasawa
ReLM
LRM
328
4,077
0
24 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive
  Explanations
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations
Jaehun Jung
Lianhui Qin
Sean Welleck
Faeze Brahman
Chandra Bhagavatula
Ronan Le Bras
Yejin Choi
ReLM
LRM
229
190
0
24 May 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language
  Models
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Denny Zhou
Nathanael Scharli
Le Hou
Jason W. Wei
Nathan Scales
...
Dale Schuurmans
Claire Cui
Olivier Bousquet
Quoc Le
Ed H. Chi
RALM
LRM
AI4CE
27
1,052
0
21 May 2022
UL2: Unifying Language Learning Paradigms
UL2: Unifying Language Learning Paradigms
Yi Tay
Mostafa Dehghani
Vinh Q. Tran
Xavier Garcia
Jason W. Wei
...
Tal Schuster
H. Zheng
Denny Zhou
N. Houlsby
Donald Metzler
AI4CE
62
297
0
10 May 2022
Language Models in the Loop: Incorporating Prompting into Weak
  Supervision
Language Models in the Loop: Incorporating Prompting into Weak Supervision
Ryan Smith
Jason Alan Fries
Braden Hancock
Stephen H. Bach
53
53
0
04 May 2022
Natural Language to Code Translation with Execution
Natural Language to Code Translation with Execution
Freda Shi
Daniel Fried
Marjan Ghazvininejad
Luke Zettlemoyer
Sida I. Wang
36
124
0
25 Apr 2022
PanGu-Bot: Efficient Generative Dialogue Pre-training from Pre-trained
  Language Model
PanGu-Bot: Efficient Generative Dialogue Pre-training from Pre-trained Language Model
Fei Mi
Yitong Li
Yulong Zeng
Jingyan Zhou
Yasheng Wang
Chuanfei Xu
Lifeng Shang
Xin Jiang
Shiqi Zhao
Qun Liu
ALM
45
18
0
31 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Jason W. Wei
Xuezhi Wang
Dale Schuurmans
Maarten Bosma
Brian Ichter
F. Xia
Ed H. Chi
Quoc Le
Denny Zhou
LM&Ro
LRM
AI4CE
ReLM
413
8,559
0
28 Jan 2022
Human Parity on CommonsenseQA: Augmenting Self-Attention with External
  Attention
Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention
Yichong Xu
Chenguang Zhu
Shuohang Wang
Siqi Sun
Hao Cheng
Xiaodong Liu
Jianfeng Gao
Pengcheng He
Michael Zeng
Xuedong Huang
LRM
254
55
0
06 Dec 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming
  Few-Shot Prompt Order Sensitivity
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity
Yao Lu
Max Bartolo
Alastair Moore
Sebastian Riedel
Pontus Stenetorp
AILaw
LRM
279
1,125
0
18 Apr 2021
Measuring and Improving Consistency in Pretrained Language Models
Measuring and Improving Consistency in Pretrained Language Models
Yanai Elazar
Nora Kassner
Shauli Ravfogel
Abhilasha Ravichander
Eduard H. Hovy
Hinrich Schütze
Yoav Goldberg
HILM
269
347
0
01 Feb 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit
  Reasoning Strategies
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies
Mor Geva
Daniel Khashabi
Elad Segal
Tushar Khot
Dan Roth
Jonathan Berant
RALM
259
678
0
06 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners
Making Pre-trained Language Models Better Few-shot Learners
Tianyu Gao
Adam Fisch
Danqi Chen
243
1,924
0
31 Dec 2020
e-SNLI: Natural Language Inference with Natural Language Explanations
e-SNLI: Natural Language Inference with Natural Language Explanations
Oana-Maria Camburu
Tim Rocktaschel
Thomas Lukasiewicz
Phil Blunsom
LRM
287
622
0
04 Dec 2018
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