From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by
Step

From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

23 May 2024

Yejin Choi

Stuart M. Shieber

Papers citing "From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step"

18 / 18 papers shown

Title
Chain-of-Thought Tokens are Computer Program Variables Fangwei Zhu Peiyi Wang Zhifang Sui LRM 34 0 0 08 May 2025
Enhancing Non-Core Language Instruction-Following in Speech LLMs via Semi-Implicit Cross-Lingual CoT Reasoning Hongfei Xue Yufeng Tang Hexin Liu Jun Zhang Xuelong Geng Lei Xie LRM 50 0 0 29 Apr 2025
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You Think Hasan Hammoud Hani Itani Bernard Ghanem ReLM LRM 69 0 0 29 Apr 2025
L0-Reasoning Bench: Evaluating Procedural Correctness in Language Models via Simple Program Execution Simeng Sun Cheng-Ping Hsieh Faisal Ladhak Erik Arakelyan Santiago Akle Serano Boris Ginsburg ReLM ELM LRM 49 0 0 28 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 62 21 0 20 Mar 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 50 0 0 17 Mar 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 62 11 0 14 Mar 2025
Implicit Reasoning in Transformers is Reasoning through Shortcuts Tianhe Lin Jian Xie Siyu Yuan Deqing Yang ReLM LRM 64 2 0 10 Mar 2025
Reasoning Bias of Next Token Prediction Training Pengxiao Lin Zhongwang Zhang Zhi-Qin John Xu LRM 80 1 0 21 Feb 2025
Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers Alireza Amiri Xinting Huang Mark Rofin Michael Hahn LRM 85 0 0 04 Feb 2025
Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges Nayoung Lee Ziyang Cai Avi Schwarzschild Kangwook Lee Dimitris Papailiopoulos ReLM VLM LRM AI4CE 64 4 0 03 Feb 2025
Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning Md Rifat Arefin G. Subbaraj Nicolas Angelard-Gontier Yann LeCun Irina Rish Ravid Shwartz-Ziv C. Pal LRM 43 0 0 04 Nov 2024
ToW: Thoughts of Words Improve Reasoning in Large Language Models Zhikun Xu Ming shen Jacob Dineen Zhaonan Li Xiao Ye Shijie Lu Aswin Rrv Chitta Baral Ben Zhou LRM 46 1 0 21 Oct 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 93 79 0 18 Sep 2024
Distilling System 2 into System 1 Ping Yu Jing Xu Jason Weston Ilia Kulikov OffRL LRM 38 55 0 08 Jul 2024
FRoG: Evaluating Fuzzy Reasoning of Generalized Quantifiers in Large Language Models Yiyuan Li Shichao Sun Pengfei Liu LRM 49 0 0 01 Jul 2024
Break the Chain: Large Language Models Can be Shortcut Reasoners Mengru Ding Hanmeng Liu Zhizhang Fu Jian Song Wenbo Xie Yue Zhang KELM LRM 27 7 0 04 Jun 2024
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 8,261 0 28 Jan 2022