Title
From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces Peter Shaw Mandar Joshi James Cohan Jonathan Berant Panupong Pasupat Hexiang Hu Urvashi Khandelwal Kenton Lee Kristina Toutanova LLMAG LM&Ro 15 53 0 31 May 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 25 860 0 31 May 2023
Concise Answers to Complex Questions: Summarization of Long-form Answers Abhilash Potluri Fangyuan Xu Eunsol Choi ELM 26 11 0 30 May 2023
SheetCopilot: Bringing Software Productivity to the Next Level through Large Language Models Hongxin Li Jingran Su Yuntao Chen Qing Li Zhaoxiang Zhang LMTD 39 31 0 30 May 2023
Strategic Reasoning with Language Models Kanishk Gandhi Dorsa Sadigh Noah D. Goodman LM&Ro LRM 40 35 0 30 May 2023
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 23 126 0 30 May 2023
KEYword based Sampling (KEYS) for Large Language Models V. JyothirS Zuhaib Akhtar 10 1 0 30 May 2023
A Critical Evaluation of Evaluations for Long-form Question Answering Fangyuan Xu Yixiao Song Mohit Iyyer Eunsol Choi ELM 35 94 0 29 May 2023
Provable Reward-Agnostic Preference-Based Reinforcement Learning Wenhao Zhan Masatoshi Uehara Wen Sun Jason D. Lee 19 7 0 29 May 2023
Taming AI Bots: Controllability of Neural States in Large Language Models Stefano Soatto Paulo Tabuada Pratik Chaudhari Tianwei Liu LLMAG LM&Ro 13 13 0 29 May 2023
Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism Zihao Li Zhuoran Yang Mengdi Wang OffRL 29 54 0 29 May 2023
Reward Collapse in Aligning Large Language Models Ziang Song Tianle Cai Jason D. Lee Weijie J. Su ALM 26 22 0 28 May 2023
MultiTool-CoT: GPT-3 Can Use Multiple External Tools with Chain of Thought Prompting Tatsuro Inaba Hirokazu Kiyomaru Fei Cheng Sadao Kurohashi KELM LRM 22 23 0 26 May 2023
On the Tool Manipulation Capability of Open-source Large Language Models Qiantong Xu Fenglu Hong B. Li Changran Hu Zheng Chen Jian Zhang LLMAG 24 68 0 25 May 2023
Inverse Preference Learning: Preference-based RL without a Reward Function Joey Hejna Dorsa Sadigh OffRL 24 48 0 24 May 2023
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 22 508 0 24 May 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 36 213 0 24 May 2023
Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems Marek Kadlcík Michal Štefánik Ondřej Sotolář Vlastimil Martinek LRM 22 13 0 24 May 2023
Provable Offline Preference-Based Reinforcement Learning Wenhao Zhan Masatoshi Uehara Nathan Kallus Jason D. Lee Wen Sun OffRL 35 24 0 24 May 2023
Allies: Prompting Large Language Model with Beam Search Hao-Lun Sun Xiao Liu Yeyun Gong Yan Zhang Daxin Jiang Linjun Yang Nan Duan RALM 28 5 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 16 0 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 25 54 0 24 May 2023
DecipherPref: Analyzing Influential Factors in Human Preference Judgments via GPT-4 Ye Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang H. Foroosh Fei Liu 16 11 0 24 May 2023
Enabling Large Language Models to Generate Text with Citations Tianyu Gao Howard Yen Jiatong Yu Danqi Chen LM&MA HILM 18 311 0 24 May 2023
CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models Cheng Qian Chi Han Yi Ren Fung Yujia Qin Zhiyuan Liu Heng Ji LRM 18 30 0 23 May 2023
Skill-Based Few-Shot Selection for In-Context Learning Shengnan An Bo Zhou Zeqi Lin Qiang Fu B. Chen Nanning Zheng Weizhu Chen Jian-Guang Lou 29 31 0 23 May 2023
Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization Jeonghoon Kim J. H. Lee Sungdong Kim Joonsuk Park Kang Min Yoo S. Kwon Dongsoo Lee MQ 36 98 0 23 May 2023
Improving Language Models via Plug-and-Play Retrieval Feedback W. Yu Zhihan Zhang Zhenwen Liang Meng-Long Jiang Ashish Sabharwal KELM LRM 28 71 0 23 May 2023
Aligning Large Language Models through Synthetic Feedback Sungdong Kim Sanghwan Bae Jamin Shin Soyoung Kang Donghyun Kwak Kang Min Yoo Minjoon Seo ALM SyDa 73 67 0 23 May 2023
ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models Binfeng Xu Zhiyuan Peng Bowen Lei Subhabrata Mukherjee Yuchen Liu Dongkuan Xu KELM LLMAG LRM 21 90 0 23 May 2023
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding Mutian He Philip N. Garner ELM AI4MH LRM 46 21 0 22 May 2023
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts Jian Xie Kai Zhang Jiangjie Chen Renze Lou Yu-Chuan Su RALM 198 153 0 22 May 2023
Training Diffusion Models with Reinforcement Learning Kevin Black Michael Janner Yilun Du Ilya Kostrikov Sergey Levine EGVM 39 313 0 22 May 2023
Album Storytelling with Iterative Story-aware Captioning and Large Language Models Munan Ning Yujia Xie Dongdong Chen Zeyin Song Lu Yuan Yonghong Tian QiXiang Ye Liuliang Yuan 19 8 0 22 May 2023
Can We Edit Factual Knowledge by In-Context Learning? Ce Zheng Lei Li Qingxiu Dong Yuxuan Fan Zhiyong Wu Jingjing Xu Baobao Chang KELM 22 184 0 22 May 2023
Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models Oana Ignat Zhijing Jin Artem Abzaliev Laura Biester Santiago Castro ... Verónica Pérez-Rosas Siqi Shen Zekun Wang Winston Wu Rada Mihalcea LRM 29 6 0 21 May 2023
Continually Improving Extractive QA via Human Feedback Ge Gao Hung-Ting Chen Yoav Artzi Eunsol Choi 24 12 0 21 May 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 49 231 0 20 May 2023
Complex Claim Verification with Evidence Retrieved in the Wild Jifan Chen Grace Kim Aniruddh Sriram Greg Durrett Eunsol Choi HILM 22 68 0 19 May 2023
Multimodal Web Navigation with Instruction-Finetuned Foundation Models Hiroki Furuta Kuang-Huei Lee Ofir Nachum Yutaka Matsuo Aleksandra Faust S. Gu Izzeddin Gur LM&Ro 36 90 0 19 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 36 357 0 19 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 40 173 0 19 May 2023
Empower Large Language Model to Perform Better on Industrial Domain-Specific Question Answering Fangkai Yang Pu Zhao Zezhong Wang Lu Wang Jue Zhang Mohit Garg Qingwei Lin Saravan Rajmohan Dongmei Zhang 37 47 0 19 May 2023
The Web Can Be Your Oyster for Improving Large Language Models Junyi Li Tianyi Tang Wayne Xin Zhao Jingyuan Wang Jian-Yun Nie Ji-Rong Wen RALM KELM 22 5 0 18 May 2023
Language Models Meet World Models: Embodied Experiences Enhance Language Models Jiannan Xiang Tianhua Tao Yi Gu Tianmin Shu Zirui Wang Zichao Yang Zhiting Hu ALM LLMAG LM&Ro CLL 31 94 0 18 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 39 258 0 16 May 2023
Integrating Generative Artificial Intelligence in Intelligent Vehicle Systems Lukas Stappen J. Dillmann S. Striegel Hans-Jörg Vögel Nicolas Flores-Herr Björn W. Schuller 24 9 0 15 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 100 0 13 May 2023
Synergistic Interplay between Search and Large Language Models for Information Retrieval Jiazhan Feng Chongyang Tao Xiubo Geng Tao Shen Can Xu Guodong Long Dongyan Zhao Daxin Jiang KELM 55 5 0 12 May 2023
Active Retrieval Augmented Generation Zhengbao Jiang Frank F. Xu Luyu Gao Zhiqing Sun Qian Liu Jane Dwivedi-Yu Yiming Yang Jamie Callan Graham Neubig RALM 9 252 0 11 May 2023