Title
Uncovering Intermediate Variables in Transformers using Circuit Probing Michael A. Lepori Thomas Serre Ellie Pavlick 56 7 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 41 1 0 03 Nov 2023
The Generative AI Paradox: "What It Can Create, It May Not Understand" Peter West Ximing Lu Nouha Dziri Faeze Brahman Linjie Li ... Khyathi Raghavi Chandu Benjamin Newman Pang Wei Koh Allyson Ettinger Yejin Choi AIMat 8 67 0 31 Oct 2023
Towards A Holistic Landscape of Situated Theory of Mind in Large Language Models Ziqiao Ma Jacob Sansom Run Peng Joyce Chai 39 16 0 30 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 17 107 0 24 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 30 43 0 23 Oct 2023
Retrieval-Augmented Neural Response Generation Using Logical Reasoning and Relevance Scoring Nicholas Walker Stefan Ultes Pierre Lison RALM LRM 16 2 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 40 17 0 19 Oct 2023
AI for Mathematics: A Cognitive Science Perspective Cedegao E. Zhang Katherine M. Collins Adrian Weller Joshua B. Tenenbaum 34 9 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 155 84 0 19 Oct 2023
Multi-stage Large Language Model Correction for Speech Recognition Jie Pu Thai-Son Nguyen Sebastian Stüker LRM 19 6 0 17 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 27 38 0 12 Oct 2023
Can Large Language Models Really Improve by Self-critiquing Their Own Plans? Karthik Valmeekam Matthew Marquez Subbarao Kambhampati LRM 25 84 0 12 Oct 2023
The Expressive Power of Transformers with Chain of Thought William Merrill Ashish Sabharwal LRM AI4CE ReLM 11 41 0 11 Oct 2023
Sparse Universal Transformer Shawn Tan Yikang Shen Zhenfang Chen Aaron Courville Chuang Gan MoE 20 13 0 11 Oct 2023
Measuring Information in Text Explanations Zining Zhu Frank Rudzicz FAtt 11 0 0 06 Oct 2023
Amortizing intractable inference in large language models Marvin Schmitt Moksh Jain Daniel Habermann Younesse Kaddar Ullrich Kothe Stefan T. Radev Nikolay Malkin AIFin BDL 19 45 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 41 13 0 06 Oct 2023
SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation Matthias Lindemann Alexander Koller Ivan Titov AI4CE 8 1 0 01 Oct 2023
DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks A. Maritan Jiaao Chen S. Dey Luca Schenato Diyi Yang Xing Xie ELM LRM 14 42 0 29 Sep 2023
"I'd Like to Have an Argument, Please": Argumentative Reasoning in Large Language Models Sizhe Wei Yifan Lu LRM 22 4 0 29 Sep 2023
GPT-Fathom: Benchmarking Large Language Models to Decipher the Evolutionary Path towards GPT-4 and Beyond Timothée Darcet Yuyu Zhang Yijie Zhu Chenguang Xi Pengyang Gao Piotr Bojanowski Kevin Chen-Chuan Chang ELM 17 16 0 28 Sep 2023
Language Models as a Service: Overview of a New Paradigm and its Challenges Emanuele La Malfa Aleksandar Petrov Simon Frieder Christoph Weinhuber Ryan Burnell Raza Nazar Anthony Cohn Nigel Shadbolt Michael Wooldridge ALM ELM 22 3 0 28 Sep 2023
Code Soliloquies for Accurate Calculations in Large Language Models Shashank Sonkar Myco Le Xinghe Chen Naiming Liu D. B. Mallick Richard G. Baraniuk SyDa 8 11 0 21 Sep 2023
Chain-of-Thought Reasoning is a Policy Improvement Operator Hugh Zhang David C. Parkes ReLM LM&Ro LRM 9 12 0 15 Sep 2023
On the Unexpected Abilities of Large Language Models S. Nolfi LRM 11 11 0 09 Aug 2023
Coupling Symbolic Reasoning with Language Modeling for Efficient Longitudinal Understanding of Unstructured Electronic Medical Records Shivani Shekhar Simran Tiwari T. Rensink R. Eskander Wael Salloum 14 4 0 07 Aug 2023
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models Jiaao Chen Xiaoman Pan Dian Yu Kaiqiang Song Xiaoyang Wang Dong Yu Jianshu Chen ReLM LRM 11 24 0 01 Aug 2023
Evaluating Correctness and Faithfulness of Instruction-Following Models for Question Answering Vaibhav Adlakha Parishad BehnamGhader Xing Han Lù Nicholas Meade Siva Reddy 20 118 0 31 Jul 2023
Glamour muscles: why having a body is not what it means to be embodied Shawn L. E. Beaulieu Sam Kriegman AI4CE 17 0 0 17 Jul 2023
Mini-Giants: "Small" Language Models and Open Source Win-Win Zhengping Zhou Lezhi Li Xinxi Chen Andy Li SyDa ALM MoE 15 5 0 17 Jul 2023
Brain in a Vat: On Missing Pieces Towards Artificial General Intelligence in Large Language Models Yuxi Ma Chi Zhang Song-Chun Zhu ELM ALM 19 7 0 07 Jul 2023
Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks Zhaofeng Wu Linlu Qiu Alexis Ross Ekin Akyürek Boyuan Chen Bailin Wang Najoung Kim Jacob Andreas Yoon Kim LRM ReLM 30 144 0 05 Jul 2023
CHORUS: Foundation Models for Unified Data Discovery and Exploration Moe Kayali A. Lykov Ilias Fountalis N. Vasiloglou Dan Olteanu Dan Suciu 18 21 0 16 Jun 2023
The Two Word Test: A Semantic Benchmark for Large Language Models Nicholas Riccardi Rutvik H. Desai ELM 18 5 0 07 Jun 2023
Large Language Models as Commonsense Knowledge for Large-Scale Task Planning Zirui Zhao W. Lee David Hsu LRM LLMAG LM&Ro 20 89 0 23 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,232 0 22 Mar 2023
Break It Down: Evidence for Structural Compositionality in Neural Networks Michael A. Lepori Thomas Serre Ellie Pavlick 20 29 0 26 Jan 2023
Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs Albert Q. Jiang Sean Welleck Jin Peng Zhou Wenda Li Jiacheng Liu M. Jamnik Timothée Lacroix Yuhuai Wu Guillaume Lample AIMat 58 154 0 21 Oct 2022
A Logic for Expressing Log-Precision Transformers William Merrill Ashish Sabharwal ReLM NAI LRM 45 46 0 06 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 116 270 0 03 Oct 2022
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
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 234 690 0 27 Aug 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020