Title
Compositional Capabilities of Autoregressive Transformers: A Study on Synthetic, Interpretable Tasks Rahul Ramesh Ekdeep Singh Lubana Mikail Khona Robert P. Dick Hidenori Tanaka CoGe 39 8 0 21 Nov 2023
Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey Yunpeng Huang Jingwei Xu Junyu Lai Zixu Jiang Taolue Chen ... Xiaoxing Ma Lijuan Yang Zhou Xin Shupeng Li Penghao Zhao LLMAG KELM 46 56 0 21 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents ZhuoSheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 42 53 0 20 Nov 2023
Towards Evaluating AI Systems for Moral Status Using Self-Reports Ethan Perez Robert Long ELM 38 8 0 14 Nov 2023
Just Ask One More Time! Self-Agreement Improves Reasoning of Language Models in (Almost) All Scenarios Lei Lin Jiayi Fu Pengli Liu Qingyang Li Yan Gong Junchen Wan Fuzheng Zhang Zhongyuan Wang Di Zhang Kun Gai LRM 32 7 0 14 Nov 2023
It's Not Easy Being Wrong: Large Language Models Struggle with Process of Elimination Reasoning Nishant Balepur Shramay Palta Rachel Rudinger LRM 28 7 0 13 Nov 2023
Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning Yue Yu Jiaming Shen Tianqi Liu Zhen Qin Jing Nathan Yan Jialu Liu Chao Zhang Michael Bendersky 54 6 0 13 Nov 2023
Explain-then-Translate: An Analysis on Improving Program Translation with Self-generated Explanations Zilu Tang Mayank Agarwal Alex Shypula Bailin Wang Derry Wijaya Jie Chen Yoon Kim LRM 37 16 0 13 Nov 2023
Chain of Images for Intuitively Reasoning Fanxu Meng Haotong Yang Yiding Wang Muhan Zhang LRM 36 7 0 09 Nov 2023
Prompt Engineering a Prompt Engineer Qinyuan Ye Maxamed Axmed Reid Pryzant Fereshte Khani VLM LLMAG LRM 35 28 0 09 Nov 2023
Watermarks in the Sand: Impossibility of Strong Watermarking for Generative Models Hanlin Zhang Benjamin L. Edelman Danilo Francati Daniele Venturi G. Ateniese Boaz Barak WaLM 146 55 0 07 Nov 2023
Do LLMs exhibit human-like response biases? A case study in survey design Lindia Tjuatja Valerie Chen Sherry Tongshuang Wu Ameet Talwalkar Graham Neubig 35 80 0 07 Nov 2023
An Interdisciplinary Outlook on Large Language Models for Scientific Research James Boyko Joseph Cohen Nathan Fox Maria Han Veiga Jennifer I-Hsiu Li ... Andreas H. Rauch Kenneth N. Reid Soumi Tribedi Anastasia Visheratina Xin Xie 40 18 0 03 Nov 2023
Implicit Chain of Thought Reasoning via Knowledge Distillation Yuntian Deng Kiran Prasad Roland Fernandez P. Smolensky Vishrav Chaudhary Stuart M. Shieber ReLM LRM 30 43 0 02 Nov 2023
What Formal Languages Can Transformers Express? A Survey Lena Strobl William Merrill Gail Weiss David Chiang Dana Angluin AI4CE 20 49 0 01 Nov 2023
AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction Zhe Hu Hou Pong Chan Yu Yin LRM 23 7 0 31 Oct 2023
Interpretable-by-Design Text Understanding with Iteratively Generated Concept Bottleneck Josh Magnus Ludan Qing Lyu Yue Yang Liam Dugan Mark Yatskar Chris Callison-Burch 35 4 0 30 Oct 2023
TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise Nan He Hanyu Lai Chenyang Zhao Zirui Cheng Junting Pan ... Zhaohui Hou Zhiyuan Huang Shaoqing Lu Ding Liang Mingjie Zhan LRM 29 13 0 29 Oct 2023
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning Zheyuan Zhang Shane Storks Fengyuan Hu Sungryull Sohn Moontae Lee Honglak Lee Joyce Chai LRM 39 3 0 24 Oct 2023
WebWISE: Web Interface Control and Sequential Exploration with Large Language Models Heyi Tao TV Sethuraman Michal Shlapentokh-Rothman Derek Hoiem LLMAG 56 5 0 24 Oct 2023
What Algorithms can Transformers Learn? A Study in Length Generalization Hattie Zhou Arwen Bradley Etai Littwin Noam Razin Omid Saremi Josh Susskind Samy Bengio Preetum Nakkiran 34 111 0 24 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 40 3 0 24 Oct 2023
Systematic AI Approach for AGI: Addressing Alignment, Energy, and AGI Grand Challenges Eren Kurshan 29 1 0 23 Oct 2023
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 49 99 0 23 Oct 2023
Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models Gabriel H. Sarch Yue Wu Michael J. Tarr Katerina Fragkiadaki LM&Ro LLMAG 27 19 0 23 Oct 2023
Improving Large Language Model Fine-tuning for Solving Math Problems Yixin Liu Avi Singh C. D. Freeman John D. Co-Reyes Peter J. Liu LRM ReLM 43 45 0 16 Oct 2023
Autonomous Tree-search Ability of Large Language Models Zheyu Zhang Zhuorui Ye Yikang Shen Chuang Gan LRM 32 0 0 14 Oct 2023
Adaptivity and Modularity for Efficient Generalization Over Task Complexity Samira Abnar Omid Saremi Laurent Dinh Shantel Wilson Miguel Angel Bautista ... Vimal Thilak Etai Littwin Jiatao Gu Josh Susskind Samy Bengio 43 5 0 13 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 54 75 0 12 Oct 2023
The Expressive Power of Transformers with Chain of Thought William Merrill Ashish Sabharwal LRM AI4CE ReLM 27 0 0 11 Oct 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 35 325 0 11 Oct 2023
Diversity of Thought Improves Reasoning Abilities of LLMs Ranjita Naik Varun Chandrasekaran Mert Yuksekgonul Hamid Palangi Besmira Nushi LRM 34 6 0 11 Oct 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 41 63 0 10 Oct 2023
Hexa: Self-Improving for Knowledge-Grounded Dialogue System DaeJin Jo D. W. Nam Gunsoo Han Kyoung-Woon On Taehwan Kwon Seungeun Rho Sungwoong Kim 19 0 0 10 Oct 2023
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models Huaixiu Steven Zheng Swaroop Mishra Xinyun Chen Heng-Tze Cheng Ed H. Chi Quoc V. Le Denny Zhou RALM LRM 33 109 0 09 Oct 2023
LLM for SoC Security: A Paradigm Shift Dipayan Saha Shams Tarek Katayoon Yahyaei S. Saha Jingbo Zhou M. Tehranipoor Farimah Farahmandi 69 48 0 09 Oct 2023
FireAct: Toward Language Agent Fine-tuning Baian Chen Chang Shu Ehsan Shareghi Nigel Collier Karthik Narasimhan Shunyu Yao ALM LLMAG 107 98 0 09 Oct 2023
Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models Haoran Wang Kai Shu LRM 45 22 0 08 Oct 2023
Toolink: Linking Toolkit Creation and Using through Chain-of-Solving on Open-Source Model Cheng Qian Chenyan Xiong Zhenghao Liu Zhiyuan Liu LRM 34 12 0 08 Oct 2023
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models Xiaoxiao Sun Yang Yang Michal Shlapentokh-Rothman Haohan Wang Yu-xiong Wang LRM AI4CE LM&Ro LLMAG 42 187 0 06 Oct 2023
Concise and Organized Perception Facilitates Reasoning in Large Language Models Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 26 1 0 05 Oct 2023
Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation E. Zelikman Eliana Lorch Lester W. Mackey Adam Tauman Kalai LRM ReLM 43 46 0 03 Oct 2023
Think before you speak: Training Language Models With Pause Tokens Sachin Goyal Ziwei Ji A. S. Rawat A. Menon Sanjiv Kumar Vaishnavh Nagarajan LRM 26 97 0 03 Oct 2023
Improving Length-Generalization in Transformers via Task Hinting Pranjal Awasthi Anupam Gupta 31 8 0 01 Oct 2023
Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution Chrisantha Fernando Dylan Banarse Henryk Michalewski Simon Osindero Tim Rocktaschel LLMAG ReLM LRM 37 180 0 28 Sep 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 81 1,622 0 28 Sep 2023
Attention Sorting Combats Recency Bias In Long Context Language Models A. Peysakhovich Adam Lerer LRM RALM 49 43 0 28 Sep 2023
Identifying the Risks of LM Agents with an LM-Emulated Sandbox Yangjun Ruan Honghua Dong Andrew Wang Silviu Pitis Yongchao Zhou Jimmy Ba Yann Dubois Chris J. Maddison Tatsunori Hashimoto LLMAG ELM 25 98 0 25 Sep 2023
Evaluating Cognitive Maps and Planning in Large Language Models with CogEval Ida Momennejad Hosein Hasanbeig Felipe Vieira Frujeri Hiteshi Sharma Robert Osazuwa Ness Nebojsa Jojic Hamid Palangi Jonathan Larson ELM LLMAG LRM 34 66 0 25 Sep 2023
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs Justin Chih-Yao Chen Swarnadeep Saha Joey Tianyi Zhou LLMAG LRM 40 124 0 22 Sep 2023