Title
Baseline Defenses for Adversarial Attacks Against Aligned Language Models Neel Jain Avi Schwarzschild Yuxin Wen Gowthami Somepalli John Kirchenbauer Ping Yeh-Chiang Micah Goldblum Aniruddha Saha Jonas Geiping Tom Goldstein AAML 68 348 0 01 Sep 2023
BioCoder: A Benchmark for Bioinformatics Code Generation with Large Language Models Xiangru Tang Bill Qian Rick Gao Jiakang Chen Xinyun Chen Mark B. Gerstein 23 11 0 31 Aug 2023
Science Communications for Explainable Artificial Intelligence Simon Hudson Matija Franklin 17 0 0 31 Aug 2023
Affective Visual Dialog: A Large-Scale Benchmark for Emotional Reasoning Based on Visually Grounded Conversations Kilichbek Haydarov Xiaoqian Shen Avinash Madasu Mahmoud Salem Jia Li Gamaleldin F. Elsayed Mohamed Elhoseiny 39 4 0 30 Aug 2023
Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models Neha Sengupta Sunil Kumar Sahu Bokang Jia Satheesh Katipomu Haonan Li ... A. Jackson Hector Xuguang Ren Preslav Nakov Timothy Baldwin Eric P. Xing LRM 29 41 0 30 Aug 2023
Peering Through Preferences: Unraveling Feedback Acquisition for Aligning Large Language Models Hritik Bansal John Dang Aditya Grover ALM 40 20 0 30 Aug 2023
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 53 10 0 28 Aug 2023
Adversarial Fine-Tuning of Language Models: An Iterative Optimisation Approach for the Generation and Detection of Problematic Content Charles OÑeill Jack Miller I. Ciucă Y. Ting 丁 Thang Bui 31 3 0 26 Aug 2023
Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities Maximilian Mozes Xuanli He Bennett Kleinberg Lewis D. Griffin 44 78 0 24 Aug 2023
From Instructions to Intrinsic Human Values -- A Survey of Alignment Goals for Big Models Jing Yao Xiaoyuan Yi Xiting Wang Jindong Wang Xing Xie ALM 29 42 0 23 Aug 2023
Instruction Tuning for Large Language Models: A Survey Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun ... Jiwei Li Runyi Hu Tianwei Zhang Fei Wu Guoyin Wang LM&MA 29 551 0 21 Aug 2023
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models Zixing Zhang Liyizhe Peng Tao Pang Jing Han Huan Zhao Bjorn W. Schuller 42 13 0 21 Aug 2023
PlatoLM: Teaching LLMs in Multi-Round Dialogue via a User Simulator Chuyi Kong Yaxin Fan Xiang Wan Feng Jiang Benyou Wang 44 8 0 21 Aug 2023
Reinforced Self-Training (ReST) for Language Modeling Çağlar Gülçehre T. Paine S. Srinivasan Ksenia Konyushkova L. Weerts ... Chenjie Gu Wolfgang Macherey Arnaud Doucet Orhan Firat Nando de Freitas OffRL 66 278 0 17 Aug 2023
OctoPack: Instruction Tuning Code Large Language Models Niklas Muennighoff Qian Liu A. Zebaze Qinkai Zheng Binyuan Hui Terry Yue Zhuo Swayam Singh Xiangru Tang Leandro von Werra Shayne Longpre VLM ALM 71 120 0 14 Aug 2023
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph Ahtsham Zafar V. Parthasarathy Chan Le Van Saad Shahid A. khan Arsalan Shahid 16 13 0 13 Aug 2023
GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher Youliang Yuan Wenxiang Jiao Wenxuan Wang Jen-tse Huang Pinjia He Shuming Shi Zhaopeng Tu SILM 76 236 0 12 Aug 2023
Detecting and Preventing Hallucinations in Large Vision Language Models Anisha Gunjal Jihan Yin Erhan Bas MLLM VLM 36 156 0 11 Aug 2023
ZYN: Zero-Shot Reward Models with Yes-No Questions for RLAIF Víctor Gallego SyDa 51 4 0 11 Aug 2023
Self-Alignment with Instruction Backtranslation Xian Li Ping Yu Chunting Zhou Timo Schick Omer Levy Luke Zettlemoyer Jason Weston M. Lewis SyDa 29 126 0 11 Aug 2023
A Preliminary Study of the Intrinsic Relationship between Complexity and Alignment Ying Zhao Yu Bowen Binyuan Hui Haiyang Yu Fei Huang Yongbin Li N. Zhang 47 23 0 10 Aug 2023
On the Unexpected Abilities of Large Language Models S. Nolfi LRM 24 11 0 09 Aug 2023
In-Context Alignment: Chat with Vanilla Language Models Before Fine-Tuning Xiaochuang Han 25 19 0 08 Aug 2023
Simple synthetic data reduces sycophancy in large language models Jerry W. Wei Da Huang Yifeng Lu Denny Zhou Quoc V. Le 43 69 0 07 Aug 2023
AgentBench: Evaluating LLMs as Agents Xiao Liu Hao Yu Hanchen Zhang Yifan Xu Xuanyu Lei ... Yu-Chuan Su Huan Sun Minlie Huang Yuxiao Dong Jie Tang ELM LLMAG 45 265 0 07 Aug 2023
LoRA-FA: Memory-efficient Low-rank Adaptation for Large Language Models Fine-tuning Longteng Zhang Lin Zhang Shaoshuai Shi Xiaowen Chu Bo Li AI4CE 18 92 0 07 Aug 2023
Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies Liangming Pan Michael Stephen Saxon Wenda Xu Deepak Nathani Xinyi Wang William Yang Wang KELM LRM 54 202 0 06 Aug 2023
Wider and Deeper LLM Networks are Fairer LLM Evaluators Xinghua Zhang Yu Bowen Haiyang Yu Yangyu Lv Tingwen Liu Fei Huang Hongbo Xu Yongbin Li ALM 68 82 0 03 Aug 2023
XSTest: A Test Suite for Identifying Exaggerated Safety Behaviours in Large Language Models Paul Röttger Hannah Rose Kirk Bertie Vidgen Giuseppe Attanasio Federico Bianchi Dirk Hovy ALM ELM AILaw 27 127 0 02 Aug 2023
Instructed to Bias: Instruction-Tuned Language Models Exhibit Emergent Cognitive Bias Itay Itzhak Gabriel Stanovsky Nir Rosenfeld Yonatan Belinkov 35 21 0 01 Aug 2023
Reinforcement Learning for Generative AI: State of the Art, Opportunities and Open Research Challenges Giorgio Franceschelli Mirco Musolesi AI4CE 42 20 0 31 Jul 2023
Med-HALT: Medical Domain Hallucination Test for Large Language Models Ankit Pal Logesh Kumar Umapathi Malaikannan Sankarasubbu HILM LM&MA VLM 36 127 0 28 Jul 2023
Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback Stephen Casper Xander Davies Claudia Shi T. Gilbert Jérémy Scheurer ... Erdem Biyik Anca Dragan David M. Krueger Dorsa Sadigh Dylan Hadfield-Menell ALM OffRL 52 481 0 27 Jul 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 121 1,289 0 27 Jul 2023
Skill-it! A Data-Driven Skills Framework for Understanding and Training Language Models Mayee F. Chen Nicholas Roberts Kush S. Bhatia Jue Wang Ce Zhang Frederic Sala Christopher Ré SyDa 35 53 0 26 Jul 2023
Evaluating the Moral Beliefs Encoded in LLMs Nino Scherrer Claudia Shi Amir Feder David M. Blei 38 117 0 26 Jul 2023
Leveraging Implicit Feedback from Deployment Data in Dialogue Richard Yuanzhe Pang Stephen Roller Kyunghyun Cho He He Jason Weston 56 8 0 26 Jul 2023
RLCD: Reinforcement Learning from Contrastive Distillation for Language Model Alignment Kevin Kaichuang Yang Dan Klein Asli Celikyilmaz Nanyun Peng Yuandong Tian ALM 41 30 0 24 Jul 2023
In-Context Learning Learns Label Relationships but Is Not Conventional Learning Jannik Kossen Y. Gal Tom Rainforth 49 30 0 23 Jul 2023
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets Seonghyeon Ye Doyoung Kim Sungdong Kim Hyeonbin Hwang Seungone Kim Yongrae Jo James Thorne Juho Kim Minjoon Seo ALM 48 101 0 20 Jul 2023
Deceptive Alignment Monitoring Andres Carranza Dhruv Pai Rylan Schaeffer Arnuv Tandon Oluwasanmi Koyejo 37 7 0 20 Jul 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 44 22 0 19 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 135 11,144 0 18 Jul 2023
Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations Yanda Chen Ruiqi Zhong Narutatsu Ri Chen Zhao He He Jacob Steinhardt Zhou Yu Kathleen McKeown LRM 34 47 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 37 6 0 17 Jul 2023
Measuring Faithfulness in Chain-of-Thought Reasoning Tamera Lanham Anna Chen Ansh Radhakrishnan Benoit Steiner Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM 30 169 0 17 Jul 2023
Question Decomposition Improves the Faithfulness of Model-Generated Reasoning Ansh Radhakrishnan Karina Nguyen Anna Chen Carol Chen Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM HILM 40 85 0 17 Jul 2023
Effective Prompt Extraction from Language Models Yiming Zhang Nicholas Carlini Daphne Ippolito MIACV SILM 38 37 0 13 Jul 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Mian OffRL 70 544 0 12 Jul 2023
Secrets of RLHF in Large Language Models Part I: PPO Rui Zheng Shihan Dou Songyang Gao Yuan Hua Wei Shen ... Hang Yan Tao Gui Qi Zhang Xipeng Qiu Xuanjing Huang ALM OffRL 55 160 0 11 Jul 2023