Title
In-Context Impersonation Reveals Large Language Models' Strengths and Biases Leonard Salewski Stephan Alaniz Isabel Rio-Torto Eric Schulz Zeynep Akata 102 159 0 24 May 2023
Universal Self-Adaptive Prompting Xingchen Wan Ruoxi Sun Hootan Nakhost H. Dai Julian Martin Eisenschlos Sercan O. Arik Tomas Pfister LRM 108 12 0 24 May 2023
PURR: Efficiently Editing Language Model Hallucinations by Denoising Language Model Corruptions Anthony Chen Panupong Pasupat Sameer Singh Hongrae Lee Kelvin Guu 111 48 0 24 May 2023
Chain-of-Questions Training with Latent Answers for Robust Multistep Question Answering Wang Zhu Jesse Thomason Robin Jia BDL LRM 62 8 0 24 May 2023
Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering Xingyu Fu Ben Zhou Sihao Chen Mark Yatskar Dan Roth LRM 61 0 0 24 May 2023
Leveraging GPT-4 for Automatic Translation Post-Editing Vikas Raunak Amr Sharaf Yiren Wang H. Awadallah Arul Menezes 62 68 0 24 May 2023
From Words to Wires: Generating Functioning Electronic Devices from Natural Language Descriptions Peter Alexander Jansen 113 2 0 24 May 2023
PromptNER: Prompting For Named Entity Recognition D. Ashok Zachary Chase Lipton 91 38 0 24 May 2023
Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners Xiaojuan Tang Zilong Zheng Jiaqi Li Fanxu Meng Song-Chun Zhu Yitao Liang Muhan Zhang ReLM LRM 86 62 0 24 May 2023
Exploring Diverse In-Context Configurations for Image Captioning Xu Yang Yongliang Wu Mingzhuo Yang Haokun Chen Xin Geng MLLM 87 64 0 24 May 2023
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions Zexuan Zhong Zhengxuan Wu Christopher D. Manning Christopher Potts Danqi Chen KELM 103 217 0 24 May 2023
Using Natural Language Explanations to Rescale Human Judgments Manya Wadhwa Jifan Chen Junyi Jessy Li Greg Durrett 78 8 0 24 May 2023
Clever Hans or Neural Theory of Mind? Stress Testing Social Reasoning in Large Language Models Natalie Shapira Mosh Levy S. Alavi Xuhui Zhou Yejin Choi Yoav Goldberg Maarten Sap Vered Shwartz LLMAG ELM 116 128 0 24 May 2023
Mastering the ABCDs of Complex Questions: Answer-Based Claim Decomposition for Fine-grained Self-Evaluation Nishant Balepur Jie Huang Samraj Moorjani Hari Sundaram Kevin Chen-Chuan Chang ReLM 43 0 0 24 May 2023
I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphors Tuhin Chakrabarty Arkadiy Saakyan Olivia Winn Artemis Panagopoulou Yue Yang Marianna Apidianaki Smaranda Muresan DiffM 76 44 0 24 May 2023
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language Models Ashutosh Baheti Ximing Lu Faeze Brahman Ronan Le Bras Maarten Sap Mark O. Riedl 132 10 0 24 May 2023
SciFix: Outperforming GPT3 on Scientific Factual Error Correction D. Ashok Atharva Kulkarni Hai Pham Barnabas Poczos 73 1 0 24 May 2023
Mixture-of-Experts Meets Instruction Tuning:A Winning Combination for Large Language Models Sheng Shen Le Hou Yan-Quan Zhou Nan Du Shayne Longpre ... Vincent Zhao Hongkun Yu Kurt Keutzer Trevor Darrell Denny Zhou ALM MoE 105 60 0 24 May 2023
Can Transformers Learn to Solve Problems Recursively? Shizhuo Zhang Curt Tigges Stella Biderman Maxim Raginsky Talia Ringer 52 17 0 24 May 2023
InteractiveIE: Towards Assessing the Strength of Human-AI Collaboration in Improving the Performance of Information Extraction Ishani Mondal Michelle Yuan N. Anandhavelu Aparna Garimella Francis Ferraro Andrew Blair-Stanek Benjamin Van Durme Jordan L. Boyd-Graber 67 1 0 24 May 2023
Abductive Commonsense Reasoning Exploiting Mutually Exclusive Explanations Wenting Zhao Justin T. Chiu Claire Cardie Alexander M. Rush LRM 69 20 0 24 May 2023
Selectively Answering Ambiguous Questions Jeremy R. Cole Michael J.Q. Zhang D. Gillick Julian Martin Eisenschlos Bhuwan Dhingra Jacob Eisenstein UQLM 121 31 0 24 May 2023
Learning Semantic Role Labeling from Compatible Label Sequences Tao Li Ghazaleh Kazeminejad S. Brown Martha Palmer Vivek Srikumar 34 1 0 24 May 2023
PEARL: Prompting Large Language Models to Plan and Execute Actions Over Long Documents Simeng Sun Yongxu Liu Shuohang Wang Chenguang Zhu Mohit Iyyer RALM LRM ReLM 89 55 0 23 May 2023
Sources of Hallucination by Large Language Models on Inference Tasks Nick McKenna Tianyi Li Liang Cheng Mohammad Javad Hosseini Mark Johnson Mark Steedman LRM HILM 103 201 0 23 May 2023
LLMs as Factual Reasoners: Insights from Existing Benchmarks and Beyond Philippe Laban Wojciech Kry'sciñski Divyansh Agarwal Alexander R. Fabbri Caiming Xiong Shafiq Joty Chien-Sheng Wu ALM HILM 85 35 0 23 May 2023
MathDial: A Dialogue Tutoring Dataset with Rich Pedagogical Properties Grounded in Math Reasoning Problems Jakub Macina Nico Daheim Sankalan Pal Chowdhury Tanmay Sinha Manu Kapur Iryna Gurevych Mrinmaya Sachan LRM 121 68 0 23 May 2023
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning Alexander Scarlatos Andrew Lan OffRL LRM 104 24 0 23 May 2023
Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement Zhiheng Xi Senjie Jin Yuhao Zhou Rui Zheng Songyang Gao Tao Gui Qi Zhang Xuanjing Huang ReLM LRM 89 48 0 23 May 2023
Sociocultural Norm Similarities and Differences via Situational Alignment and Explainable Textual Entailment Sky CH-Wang Arkadiy Saakyan Aochong Li Zhou Yu Smaranda Muresan 107 17 0 23 May 2023
Language Model Self-improvement by Reinforcement Learning Contemplation Jing-Cheng Pang Pengyuan Wang Kaiyuan Li Xiong-Hui Chen Jiacheng Xu Zongzhang Zhang Yang Yu LRM KELM 64 52 0 23 May 2023
Automatic Model Selection with Large Language Models for Reasoning Xu Zhao Yuxi Xie Kenji Kawaguchi Junxian He Qizhe Xie ReLM LRM 81 40 0 23 May 2023
Improving Factuality and Reasoning in Language Models through Multiagent Debate Yilun Du Shuang Li Antonio Torralba J. Tenenbaum Igor Mordatch LLMAG LRM 181 750 0 23 May 2023
ChatCoT: Tool-Augmented Chain-of-Thought Reasoning on Chat-based Large Language Models Zhongfu Chen Kun Zhou Beichen Zhang Zheng Gong Wayne Xin Zhao Ji-Rong Wen KELM LRM 124 31 0 23 May 2023
CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models Cheng Qian Chi Han Yi R. Fung Yujia Qin Zhiyuan Liu Heng Ji LRM 98 38 0 23 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 159 2,638 0 23 May 2023
Navigating Prompt Complexity for Zero-Shot Classification: A Study of Large Language Models in Computational Social Science Yida Mu Benze Wu William Thorne Ambrose Robinson Nikolaos Aletras Carolina Scarton Kalina Bontcheva Xingyi Song 106 18 0 23 May 2023
VIP5: Towards Multimodal Foundation Models for Recommendation Shijie Geng Juntao Tan Shuchang Liu Zuohui Fu Yongfeng Zhang 128 78 0 23 May 2023
Query Rewriting for Retrieval-Augmented Large Language Models Xinbei Ma Yeyun Gong Pengcheng He Hai Zhao Nan Duan KELM LRM 107 115 0 23 May 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 113 44 0 23 May 2023
Hierarchical Prompting Assists Large Language Model on Web Navigation Abishek Sridhar Robert Lo Frank F. Xu Hao Zhu Shuyan Zhou LRM 89 35 0 23 May 2023
Language Models with Rationality Nora Kassner Oyvind Tafjord Ashish Sabharwal Kyle Richardson Hinrich Schütze Peter Clark ReLM KELM LRM 114 17 0 23 May 2023
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision Wenting Zhao Justin T. Chiu Claire Cardie Alexander M. Rush LRM 75 4 0 23 May 2023
Multilingual Large Language Models Are Not (Yet) Code-Switchers Ruochen Zhang Samuel Cahyawijaya Jan Christian Blaise Cruz Genta Indra Winata Alham Fikri Aji LRM 90 60 0 23 May 2023
ManiTweet: A New Benchmark for Identifying Manipulation of News on Social Media Kung-Hsiang Huang Hou Pong Chan Kathleen McKeown Heng Ji 93 1 0 23 May 2023
Question Answering as Programming for Solving Time-Sensitive Questions Xinyu Zhu Cheng Yang B. Chen Siheng Li Jian-Guang Lou Yujiu Yang KELM 102 11 0 23 May 2023
Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database Minjun Zhu Yixuan Weng Shizhu He Kang Liu Jun Zhao RALM LRM 93 1 0 23 May 2023
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks Tiedong Liu K. H. Low ALM 91 86 0 23 May 2023
ZeroSCROLLS: A Zero-Shot Benchmark for Long Text Understanding Uri Shaham Maor Ivgi Avia Efrat Jonathan Berant Omer Levy VLM 117 141 0 23 May 2023
DetGPT: Detect What You Need via Reasoning Renjie Pi Jiahui Gao Shizhe Diao Boyao Wang Hanze Dong ... Lewei Yao Jianhua Han Hang Xu Lingpeng Kong Tong Zhang Tong Zhang LRM LM&Ro 79 99 0 23 May 2023