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Question Decomposition Improves the Faithfulness of Model-Generated
  Reasoning

Question Decomposition Improves the Faithfulness of Model-Generated Reasoning

17 July 2023
Ansh Radhakrishnan
Karina Nguyen
Anna Chen
Carol Chen
Carson E. Denison
Danny Hernandez
Esin Durmus
Evan Hubinger
John Kernion
Kamil.e Lukovsiut.e
Newton Cheng
Nicholas Joseph
Nicholas Schiefer
Oliver Rausch
Sam McCandlish
S. E. Showk
Tamera Lanham
Tim Maxwell
V. Chandrasekaran
Zac Hatfield-Dodds
Jared Kaplan
J. Brauner
Sam Bowman
Ethan Perez
    ReLM
    LRM
    HILM
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Papers citing "Question Decomposition Improves the Faithfulness of Model-Generated Reasoning"

24 / 24 papers shown
Title
TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers
TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers
Aiyao He
Sijia Cui
Shuai Xu
Yanna Wang
Bo Xu
29
0
0
13 May 2025
Reasoning Models Don't Always Say What They Think
Reasoning Models Don't Always Say What They Think
Yanda Chen
Joe Benton
Ansh Radhakrishnan
Jonathan Uesato
Carson E. Denison
...
Vlad Mikulik
Samuel R. Bowman
Jan Leike
Jared Kaplan
E. Perez
ReLM
LRM
65
12
1
08 May 2025
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Iván Arcuschin
Jett Janiak
Robert Krzyzanowski
Senthooran Rajamanoharan
Neel Nanda
Arthur Conmy
LRM
ReLM
62
6
0
11 Mar 2025
Markov Chain of Thought for Efficient Mathematical Reasoning
Markov Chain of Thought for Efficient Mathematical Reasoning
Wen Yang
Kai Fan
Minpeng Liao
LRM
37
4
0
23 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning
Zirui Zhao
Hanze Dong
Amrita Saha
Caiming Xiong
Doyen Sahoo
LRM
27
3
0
10 Oct 2024
From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning
From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning
Wei Chen
Zhen Huang
Liang Xie
Binbin Lin
Houqiang Li
...
Deng Cai
Yonggang Zhang
Wenxiao Wang
Xu Shen
Jieping Ye
42
6
0
03 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
52
3
0
23 Jun 2024
Supporting Business Document Workflows via Collection-Centric
  Information Foraging with Large Language Models
Supporting Business Document Workflows via Collection-Centric Information Foraging with Large Language Models
Raymond Fok
Nedim Lipka
Tong Sun
Alexa F. Siu
21
6
0
02 May 2024
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses
Juyeon Kim
Jeongeun Lee
Yoonho Chang
Chanyeol Choi
Junseong Kim
Jy-yong Sohn
KELM
LRM
44
2
0
27 Feb 2024
RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced
  Query Responses
RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses
Sahil Girhepuje
Siva Sankar Sajeev
Purvam Jain
Arya Sikder
Adithya Rama Varma
Ryan George
Akshay Govind Srinivasan
Mahendra Kurup
Ashmit Sinha
Sudip Mondal
RALM
27
0
0
28 Jan 2024
R-Tuning: Instructing Large Language Models to Say `I Don't Know'
R-Tuning: Instructing Large Language Models to Say `I Don't Know'
Hanning Zhang
Shizhe Diao
Yong Lin
Yi Ren Fung
Qing Lian
Xingyao Wang
Yangyi Chen
Heng Ji
Tong Zhang
UQLM
32
36
0
16 Nov 2023
Deep Natural Language Feature Learning for Interpretable Prediction
Deep Natural Language Feature Learning for Interpretable Prediction
Felipe Urrutia
Cristian Buc
Valentin Barriere
18
1
0
09 Nov 2023
Towards Understanding Sycophancy in Language Models
Towards Understanding Sycophancy in Language Models
Mrinank Sharma
Meg Tong
Tomasz Korbak
D. Duvenaud
Amanda Askell
...
Oliver Rausch
Nicholas Schiefer
Da Yan
Miranda Zhang
Ethan Perez
209
178
0
20 Oct 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large
  Language Models
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models
Yue Zhang
Yafu Li
Leyang Cui
Deng Cai
Lemao Liu
...
Longyue Wang
A. Luu
Wei Bi
Freda Shi
Shuming Shi
RALM
LRM
HILM
41
519
0
03 Sep 2023
Learning by Distilling Context
Learning by Distilling Context
Charles Burton Snell
Dan Klein
Ruiqi Zhong
ReLM
LRM
161
44
0
30 Sep 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango
Aman Madaan
Amir Yazdanbakhsh
LRM
144
116
0
16 Sep 2022
Is a Question Decomposition Unit All We Need?
Is a Question Decomposition Unit All We Need?
Pruthvi H. Patel
Swaroop Mishra
Mihir Parmar
Chitta Baral
ReLM
142
51
0
25 May 2022
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate
  Speech Detection
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection
Badr AlKhamissi
Faisal Ladhak
Srini Iyer
Ves Stoyanov
Zornitsa Kozareva
Xian Li
Pascale Fung
Lambert Mathias
Asli Celikyilmaz
Mona T. Diab
43
18
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
293
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
218
189
0
24 May 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
315
8,448
0
28 Jan 2022
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
245
671
0
06 Jan 2021
Measuring Association Between Labels and Free-Text Rationales
Measuring Association Between Labels and Free-Text Rationales
Sarah Wiegreffe
Ana Marasović
Noah A. Smith
274
170
0
24 Oct 2020
Towards A Rigorous Science of Interpretable Machine Learning
Towards A Rigorous Science of Interpretable Machine Learning
Finale Doshi-Velez
Been Kim
XAI
FaML
225
3,672
0
28 Feb 2017
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