Title
CoT-ICL Lab: A Synthetic Framework for Studying Chain-of-Thought Learning from In-Context Demonstrations Vignesh Kothapalli Hamed Firooz Maziar Sanjabi 68 0 0 21 Feb 2025
A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1 Jun Wang LRM KELM 78 2 0 15 Feb 2025
Typhoon T1: An Open Thai Reasoning Model Pittawat Taveekitworachai Potsawee Manakul Kasima Tharnpipitchai Kunat Pipatanakul OffRL LRM 102 0 0 13 Feb 2025
Non-literal Understanding of Number Words by Language Models Polina Tsvilodub Kanishk Gandhi Haoran Zhao Jan-Philipp Fränken Michael Franke Noah D. Goodman ReLM 85 0 0 10 Feb 2025
LLMs Can Teach Themselves to Better Predict the Future Benjamin Turtel Danny Franklin Philipp Schoenegger LRM 62 0 0 07 Feb 2025
SEER: Self-Explainability Enhancement of Large Language Models' Representations Guanxu Chen Dongrui Liu Tao Luo Jing Shao LRM MILM 69 1 0 07 Feb 2025
Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers Alireza Amiri Xinting Huang Mark Rofin Michael Hahn LRM 254 0 0 04 Feb 2025
Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization Minttu Alakuijala Ya Gao Georgy Ananov Samuel Kaski Pekka Marttinen Alexander Ilin Harri Valpola LLMAG CLL 82 0 0 03 Feb 2025
Tailored Truths: Optimizing LLM Persuasion with Personalization and Fabricated Statistics Jasper Timm Chetan Talele Jacob Haimes 45 0 0 28 Jan 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? Yutong Yin Zhaoran Wang LRM ReLM 229 0 0 27 Jan 2025
CodeMonkeys: Scaling Test-Time Compute for Software Engineering Ryan Ehrlich Bradley Brown Jordan Juravsky Ronald Clark Christopher Ré Azalia Mirhoseini 57 8 0 24 Jan 2025
Towards Multimodal Metaphor Understanding: A Chinese Dataset and Model for Metaphor Mapping Identification Dongyu Zhang Shengcheng Yin Jiahao Yu Zhiyao Wu Zhen Li Chengpei Xu Xuben Wang Feng Xia 185 0 0 05 Jan 2025
Verbosity-Aware Rationale Reduction: Effective Reduction of Redundant Rationale via Principled Criteria Joonwon Jang Jaehee Kim Wonbin Kweon Hwanjo Yu LRM 47 1 0 03 Jan 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 87 13 0 03 Jan 2025
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Shuangtao Li Shuaihao Dong Kexin Luan Xinhan Di Chaofan Ding LRM 54 2 0 02 Jan 2025
Lies, Damned Lies, and Distributional Language Statistics: Persuasion and Deception with Large Language Models Cameron R. Jones Benjamin Bergen 81 5 0 22 Dec 2024
Prompting Strategies for Enabling Large Language Models to Infer Causation from Correlation Eleni Sgouritsa Virginia Aglietti Yee Whye Teh Arnaud Doucet Arthur Gretton Silvia Chiappa ReLM LRM 87 0 0 18 Dec 2024
CoinMath: Harnessing the Power of Coding Instruction for Math LLMs Chengwei Wei Bin Wang Jung-jae Kim Guimei Liu Nancy F. Chen LRM 87 1 0 16 Dec 2024
C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness Yu Kang Xianghui Sun Liangyu Chen Wei Zou LRM 85 25 0 16 Dec 2024
LAW: Legal Agentic Workflows for Custody and Fund Services Contracts William Watson Nicole Cho Nishan Srishankar Zhen Zeng Lucas Cecchi Daniel Scott S. Siddagangappa Rachneet Kaur T. Balch Manuela Veloso AILaw 83 0 0 15 Dec 2024
Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures Fu-Chieh Chang Pei-Yuan Wu Pei-Yuan Wu LRM 114 1 0 25 Nov 2024
Forecasting Future International Events: A Reliable Dataset for Text-Based Event Modeling Daehoon Gwak Junwoo Park Minho Park C. Park Hyunchan Lee E. Choi Jaegul Choo 82 0 0 21 Nov 2024
Explaining GPT-4's Schema of Depression Using Machine Behavior Analysis Adithya V Ganesan Vasudha Varadarajan Yash Kumar Lal Veerle C. Eijsbroek Katarina Kjell ... Elizabeth C. Stade J. Eichstaedt Ryan L. Boyd H. Andrew Schwartz Lucie Flek AI4MH 77 0 0 21 Nov 2024
Foundations and Recent Trends in Multimodal Mobile Agents: A Survey Biao Wu Yanda Li Meng Fang Zirui Song Zhiwei Zhang Yunchao Wei L. Chen LM&Ro LLMAG OffRL AI4TS 46 5 0 04 Nov 2024
Prospective Learning: Learning for a Dynamic Future Ashwin De Silva Rahul Ramesh Rubing Yang Siyu Yu Joshua T. Vogelstein Pratik Chaudhari AI4TS 91 0 0 31 Oct 2024
Leveraging LLMs for Hypothetical Deduction in Logical Inference: A Neuro-Symbolic Approach Qingchuan Li Jiatong Li Tongxuan Liu Yuting Zeng Mingyue Cheng Weizhe Huang Qi Liu LRM AI4CE 57 2 0 29 Oct 2024
Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse Ryan Liu Jiayi Geng Addison J. Wu Ilia Sucholutsky Tania Lombrozo Thomas Griffiths ReLM LRM 60 21 0 27 Oct 2024
Delving into the Reversal Curse: How Far Can Large Language Models Generalize? Zhengkai Lin Z. Fu Kai Liu Liang Xie Binbin Lin Wenxiao Wang D. Cai Yue Wu Jieping Ye LRM 25 3 0 24 Oct 2024
Understanding When Tree of Thoughts Succeeds: Larger Models Excel in Generation, Not Discrimination Qiqi Chen Xinpeng Wang Philipp Mondorf Michael A. Hedderich Yun Xue LRM AI4CE 31 1 0 23 Oct 2024
In Context Learning and Reasoning for Symbolic Regression with Large Language Models Samiha Sharlin Tyler R. Josephson ReLM LLMAG LRM 50 1 0 22 Oct 2024
The Best Defense is a Good Offense: Countering LLM-Powered Cyberattacks Daniel Ayzenshteyn Roy Weiss Yisroel Mirsky AAML 36 1 0 20 Oct 2024
From Solitary Directives to Interactive Encouragement! LLM Secure Code Generation by Natural Language Prompting Shigang Liu Bushra Sabir Seung Ick Jang Yuval Kansal Yansong Gao Kristen Moore A. Abuadbba Surya Nepal 35 2 0 18 Oct 2024
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning Lang Cao Chao Peng Renhong Chen Wu Ning Yingtian Zou Yitong Li LRM 31 0 0 18 Oct 2024
Retrieval-Enhanced Named Entity Recognition Enzo Shiraishi Raphael Y. de Camargo Henrique L. P. Silva Ronaldo C. Prati RALM 34 0 0 17 Oct 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 71 2 0 16 Oct 2024
DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing Shreya Shankar Tristan Chambers Eugene Wu Aditya G. Parameswaran Eugene Wu LLMAG 66 7 0 16 Oct 2024
On the Training Convergence of Transformers for In-Context Classification Wei Shen Ruida Zhou Jing Yang Cong Shen 33 3 0 15 Oct 2024
Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent Bo Chen Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao Song 98 20 0 15 Oct 2024
Thinking LLMs: General Instruction Following with Thought Generation Tianhao Wu Janice Lan Weizhe Yuan Jiantao Jiao Jason Weston Sainbayar Sukhbaatar LRM 30 16 0 14 Oct 2024
Neural networks that overcome classic challenges through practice Kazuki Irie Brenden M. Lake 37 6 0 14 Oct 2024
OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models Jun Wang Meng Fang Bo Liu Muning Wen Jiachen Zhu ... Lei Chen Lionel M. Ni Linyi Yang Ying Wen Wenbo Zhang LRM 32 33 0 12 Oct 2024
Visual Scratchpads: Enabling Global Reasoning in Vision Aryo Lotfi Enrico Fini Samy Bengio Moin Nabi Emmanuel Abbe LRM 42 0 0 10 Oct 2024
Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines Junyu Lai Jiahe Xu Yao Yang Yunpeng Huang Chun Cao Jingwei Xu LRM 37 3 0 10 Oct 2024
MLissard: Multilingual Long and Simple Sequential Reasoning Benchmarks M. Bueno R. Lotufo Rodrigo Nogueira LRM 33 0 0 08 Oct 2024
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths Yew Ken Chia Guizhen Chen Weiwen Xu Luu Anh Tuan Soujanya Poria Lidong Bing LRM 33 0 0 07 Oct 2024
Learning How Hard to Think: Input-Adaptive Allocation of LM Computation Mehul Damani Idan Shenfeld Andi Peng Andreea Bobu Jacob Andreas 47 15 0 07 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 66 2 0 07 Oct 2024
Understanding Reasoning in Chain-of-Thought from the Hopfieldian View Lijie Hu Liang Liu Shu Yang Xin Chen Zhen Tan Muhammad Asif Ali Mengdi Li Di Wang LRM 46 1 0 04 Oct 2024
When a language model is optimized for reasoning, does it still show embers of autoregression? An analysis of OpenAI o1 R. Thomas McCoy Shunyu Yao Dan Friedman Mathew D. Hardy Thomas Griffiths LRM 47 8 0 02 Oct 2024
OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data Shubham Toshniwal Wei Du Ivan Moshkov Branislav Kisacanin Alexan Ayrapetyan Igor Gitman LRM 31 51 0 02 Oct 2024