Title
An Examination on the Effectiveness of Divide-and-Conquer Prompting in Large Language Models Yizhou Zhang Lun Du Defu Cao Qiang Fu Yan Liu LRM 257 11 0 08 Feb 2024
Three Pathways to Neurosymbolic Reinforcement Learning with Interpretable Model and Policy Networks Peter Graf Patrick Emami 156 3 0 07 Feb 2024
On Provable Length and Compositional Generalization Kartik Ahuja Amin Mansouri OODD 310 14 0 07 Feb 2024
Learning a Decision Tree Algorithm with Transformers Yufan Zhuang Liyuan Liu Chandan Singh Jingbo Shang Jianfeng Gao 245 7 0 06 Feb 2024
Discovering and Reasoning of Causality in the Hidden World with Large Language Models Chenxi Liu Yongqiang Chen Tongliang Liu Biwei Huang James Cheng Bo Han Kun Zhang CML 321 19 0 06 Feb 2024
Graph-enhanced Large Language Models in Asynchronous Plan Reasoning Fangru Lin Emanuele La Malfa Valentin Hofmann Elle Michelle Yang Anthony Cohn J. Pierrehumbert LRM 325 28 0 05 Feb 2024
Enhance Reasoning for Large Language Models in the Game Werewolf Shuang Wu Liwen Zhu Tao Yang Shiwei Xu Qiang Fu Yang Wei Haobo Fu LRM LLMAG 288 32 0 04 Feb 2024
Position: Graph Foundation Models are Already Here Haitao Mao Zhikai Chen Wenzhuo Tang Jianan Zhao Yao Ma Tong Zhao Neil Shah Mikhail Galkin Shucheng Zhou AI4CE 338 70 0 03 Feb 2024
LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks Subbarao Kambhampati Kaya Stechly L. Guan Mudit Verma Kaya Stechly Siddhant Bhambri Lucas Saldyt Anil Murthy LRM 494 167 0 02 Feb 2024
Compositional Generative Modeling: A Single Model is Not All You Need Yilun Du L. Kaelbling PINN GAN 372 41 0 02 Feb 2024
Salsa Fresca: Angular Embeddings and Pre-Training for ML Attacks on Learning With Errors Samuel Stevens Emily Wenger C. Li Niklas Nolte Eshika Saxena François Charton Kristin E. Lauter AAML 169 12 0 02 Feb 2024
Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners? Andreas Opedal Alessandro Stolfo Haruki Shirakami Ying Jiao Robert Bamler Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 256 23 0 31 Jan 2024
ReGAL: Refactoring Programs to Discover Generalizable Abstractions Elias Stengel-Eskin Archiki Prasad Mohit Bansal 221 19 0 29 Jan 2024
Language-Guided World Models: A Model-Based Approach to AI Control Alex Zhang Khanh Nguyen Jens Tuyls Albert Lin Karthik Narasimhan LLMAG 247 10 0 24 Jan 2024
AgentBoard: An Analytical Evaluation Board of Multi-turn LLM AgentsNeural Information Processing Systems (NeurIPS), 2024 Chang Ma Junlei Zhang Zhihao Zhu Cheng Yang Yujiu Yang Yaohui Jin Zhenzhong Lan Lingpeng Kong Junxian He ELM LLMAG 219 127 0 24 Jan 2024
Towards Principled Graph Transformers Luis Muller Daniel Kusuma Blai Bonet Christopher Morris 353 7 0 18 Jan 2024
Code Simulation Challenges for Large Language Models Emanuele La Malfa Christoph Weinhuber Orazio Torre Fangru Lin Samuele Marro Anthony Cohn Nigel Shadbolt Michael Wooldridge LLMAG LRM 267 10 0 17 Jan 2024
AI-as-exploration: Navigating intelligence space Dimitri Coelho Mollo 198 2 0 15 Jan 2024
The Unreasonable Effectiveness of Easy Training Data for Hard TasksAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Peter Hase Mohit Bansal Peter Clark Sarah Wiegreffe 279 41 0 12 Jan 2024
3VL: Using Trees to Improve Vision-Language Models' InterpretabilityIEEE Transactions on Image Processing (IEEE TIP), 2023 Nir Yellinek Leonid Karlinsky Raja Giryes CoGe VLM 497 7 0 28 Dec 2023
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 335 36 0 28 Dec 2023
Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models Paulo Pirozelli M. M. José Paulo de Tarso P. Filho A. Brandão Fabio Gagliardi Cozman LRM ELM 294 4 0 18 Dec 2023
Knowledge Trees: Gradient Boosting Decision Trees on Knowledge Neurons as Probing Classifier Sergey A. Saltykov 105 0 0 17 Dec 2023
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models Alexandre Variengien Eric Winsor LRM ReLM 324 17 0 13 Dec 2023
Towards Equipping Transformer with the Ability of Systematic CompositionalityAAAI Conference on Artificial Intelligence (AAAI), 2023 Chen Huang Peixin Qin Wenqiang Lei Jiancheng Lv 204 2 0 12 Dec 2023
Emergence and Function of Abstract Representations in Self-Supervised Transformers Quentin RV. Ferry Joshua Ching Takashi Kawai 210 3 0 08 Dec 2023
Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning Zhiting Hu Tianmin Shu LLMAG LM&Ro LRM 310 47 0 08 Dec 2023
A Pipeline For Discourse Circuits From CCG Jonathon Liu R. A. Shaikh Benjamin Rodatz Richie Yeung Bob Coecke 183 2 0 29 Nov 2023
StructRe: Rewriting for Structured Shape ModelingACM Transactions on Graphics (TOG), 2023 Jiepeng Wang Hao Pan Yang Liu Xin Tong Taku Komura Wenping Wang 232 1 0 29 Nov 2023
Function-constrained Program Synthesis Patrick Hajali Ignas Budvytis 144 1 0 27 Nov 2023
Visual Programming for Zero-shot Open-Vocabulary 3D Visual GroundingComputer Vision and Pattern Recognition (CVPR), 2023 Zhihao Yuan Jinke Ren Chun-Mei Feng Hengshuang Zhao Shuguang Cui Zhen Li 294 65 0 26 Nov 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 312 7 0 22 Nov 2023
Positional Description Matters for Transformers Arithmetic Ruoqi Shen Sébastien Bubeck Ronen Eldan Yin Tat Lee Yuanzhi Li Yi Zhang 253 56 0 22 Nov 2023
Looped Transformers are Better at Learning Learning AlgorithmsInternational Conference on Learning Representations (ICLR), 2023 Liu Yang Kangwook Lee Robert D. Nowak Dimitris Papailiopoulos 398 54 0 21 Nov 2023
Prompt-based Pseudo-labeling Strategy for Sample-Efficient Semi-Supervised Extractive Summarization Gaurav Sahu Olga Vechtomova I. Laradji 309 1 0 16 Nov 2023
Conversational AI Threads for Visualizing Multidimensional Datasets Matt-Heun Hong Anamaria Crisan 124 14 0 09 Nov 2023
ADaPT: As-Needed Decomposition and Planning with Language Models Archiki Prasad Alexander Koller Mareike Hartmann Peter Clark Ashish Sabharwal Mohit Bansal Tushar Khot LM&Ro 230 139 0 08 Nov 2023
Leveraging Structured Information for Explainable Multi-hop Question Answering and ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Ruosen Li Xinya Du LRM 160 29 0 07 Nov 2023
Uncovering Intermediate Variables in Transformers using Circuit Probing Michael A. Lepori Thomas Serre Ellie Pavlick 360 11 0 07 Nov 2023
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction Nicholas Walker Stefan Ultes Pierre Lison LM&Ro 468 1 0 03 Nov 2023
The Generative AI Paradox: "What It Can Create, It May Not Understand"International Conference on Learning Representations (ICLR), 2023 Peter West Ximing Lu Nouha Dziri Faeze Brahman Linjie Li ... Khyathi Chandu Benjamin Newman Pang Wei Koh Allyson Ettinger Yejin Choi AIMat 302 105 0 31 Oct 2023
Towards A Holistic Landscape of Situated Theory of Mind in Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Ziqiao Ma Jacob Sansom Run Peng Joyce Chai 266 30 0 30 Oct 2023
What Algorithms can Transformers Learn? A Study in Length GeneralizationInternational Conference on Learning Representations (ICLR), 2023 Hattie Zhou Arwen Bradley Etai Littwin Noam Razin Omid Saremi Josh Susskind Samy Bengio Preetum Nakkiran 239 160 0 24 Oct 2023
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic ProversConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 467 180 0 23 Oct 2023
Retrieval-Augmented Neural Response Generation Using Logical Reasoning and Relevance Scoring Nicholas Walker Stefan Ultes Pierre Lison RALM LRM 202 3 0 20 Oct 2023
AutoMix: Automatically Mixing Language Models Pranjal Aggarwal Aman Madaan Ankit Anand Srividya Pranavi Potharaju Swaroop Mishra ... Karthik Kappaganthu Yiming Yang Shyam Upadhyay Manaal Faruqui Mausam 502 42 0 19 Oct 2023
AI for Mathematics: A Cognitive Science Perspective Cedegao E. Zhang Katherine M. Collins Adrian Weller Joshua B. Tenenbaum 192 11 0 19 Oct 2023
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 383 109 0 19 Oct 2023
Multi-stage Large Language Model Correction for Speech Recognition Jie Pu Thai-Son Nguyen Sebastian Stüker LRM 266 14 0 17 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis RefinementInternational Conference on Learning Representations (ICLR), 2023 Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 389 106 0 12 Oct 2023