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To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

18 September 2024
Zayne Sprague
Fangcong Yin
Juan Diego Rodriguez
Dongwei Jiang
Manya Wadhwa
Prasann Singhal
Xinyu Zhao
Xi Ye
Kyle Mahowald
Greg Durrett
    ReLM
    LRM
ArXivPDFHTML

Papers citing "To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning"

12 / 62 papers shown
Title
SPRIG: Improving Large Language Model Performance by System Prompt
  Optimization
SPRIG: Improving Large Language Model Performance by System Prompt Optimization
Lechen Zhang
Tolga Ergen
Lajanugen Logeswaran
Moontae Lee
David Jurgens
LRM
29
7
0
18 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems
Nan Xu
Xuezhe Ma
LRM
21
3
0
18 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration
FLARE: Faithful Logic-Aided Reasoning and Exploration
Erik Arakelyan
Pasquale Minervini
Pat Verga
Patrick Lewis
Isabelle Augenstein
ReLM
LRM
57
2
0
14 Oct 2024
Thinking LLMs: General Instruction Following with Thought Generation
Thinking LLMs: General Instruction Following with Thought Generation
Tianhao Wu
Janice Lan
Weizhe Yuan
Jiantao Jiao
Jason Weston
Sainbayar Sukhbaatar
LRM
16
12
0
14 Oct 2024
On the Modeling Capabilities of Large Language Models for Sequential
  Decision Making
On the Modeling Capabilities of Large Language Models for Sequential Decision Making
Martin Klissarov
Devon Hjelm
Alexander Toshev
Bogdan Mazoure
LM&Ro
ELM
OffRL
LRM
21
2
0
08 Oct 2024
Rational Metareasoning for Large Language Models
Rational Metareasoning for Large Language Models
C. Nicolò De Sabbata
T. Sumers
Thomas L. Griffiths
ReLM
LRM
23
1
0
07 Oct 2024
Interpretable Contrastive Monte Carlo Tree Search Reasoning
Interpretable Contrastive Monte Carlo Tree Search Reasoning
Zitian Gao
Boye Niu
Xuzheng He
Haotian Xu
Hongzhang Liu
Aiwei Liu
Xuming Hu
Lijie Wen
LRM
42
1
0
02 Oct 2024
Models Can and Should Embrace the Communicative Nature of
  Human-Generated Math
Models Can and Should Embrace the Communicative Nature of Human-Generated Math
Sasha Boguraev
Ben Lipkin
Leonie Weissweiler
Kyle Mahowald
38
1
0
25 Sep 2024
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?
Yunfei Xie
Juncheng Wu
Haoqin Tu
Siwei Yang
Bingchen Zhao
Yongshuo Zong
Qiao Jin
Cihang Xie
Yuyin Zhou
LM&MA
ELM
LRM
27
1
0
23 Sep 2024
Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step
Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step
Zezhong Wang
Xingshan Zeng
Weiwen Liu
Yufei Wang
Liangyou Li
Yasheng Wang
Lifeng Shang
Xin Jiang
Qun Liu
Kam-Fai Wong
LRM
40
3
0
23 Jun 2024
A Peek into Token Bias: Large Language Models Are Not Yet Genuine
  Reasoners
A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners
Bowen Jiang
Yangxinyu Xie
Zhuoqun Hao
Xiaomeng Wang
Tanwi Mallick
Weijie J. Su
Camillo J. Taylor
Dan Roth
LRM
26
28
0
16 Jun 2024
Inferring the Reader: Guiding Automated Story Generation with
  Commonsense Reasoning
Inferring the Reader: Guiding Automated Story Generation with Commonsense Reasoning
Xiangyu Peng
Siyan Li
Sarah Wiegreffe
Mark O. Riedl
LRM
38
38
0
04 May 2021
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