Title
Large Language Models as Test Case Generators: Performance Evaluation and Enhancement Ke-Shen Li Yuan Yuan LLMAG 22 12 0 20 Apr 2024
The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions Eric Wallace Kai Y. Xiao R. Leike Lilian Weng Johannes Heidecke Alex Beutel SILM 53 115 0 19 Apr 2024
MM-PhyRLHF: Reinforcement Learning Framework for Multimodal Physics Question-Answering Avinash Anand Janak Kapuriya Chhavi Kirtani Apoorv Singh Jay Saraf Naman Lal Jatin Kumar A. Shivam Astha Verma R. Shah OffRL 40 9 0 19 Apr 2024
Evaluating AI for Law: Bridging the Gap with Open-Source Solutions R. Bhambhoria Samuel Dahan Jonathan Li Xiaodan Zhu ELM 24 3 0 18 Apr 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 63 44 0 17 Apr 2024
Crossing the principle-practice gap in AI ethics with ethical problem-solving N. Corrêa James William Santos Camila Galvão Marcelo Pasetti Dieine Schiavon Faizah Naqvi Robayet Hossain N. D. Oliveira 34 4 0 16 Apr 2024
Navigating the Landscape of Large Language Models: A Comprehensive Review and Analysis of Paradigms and Fine-Tuning Strategies Benjue Weng LM&MA 41 7 0 13 Apr 2024
RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs Shreyas Chaudhari Pranjal Aggarwal Vishvak Murahari Tanmay Rajpurohit A. Kalyan Karthik Narasimhan A. Deshpande Bruno Castro da Silva 26 34 0 12 Apr 2024
Dataset Reset Policy Optimization for RLHF Jonathan D. Chang Wenhao Zhan Owen Oertell Kianté Brantley Dipendra Kumar Misra Jason D. Lee Wen Sun OffRL 22 21 0 12 Apr 2024
High-Dimension Human Value Representation in Large Language Models Samuel Cahyawijaya Delong Chen Yejin Bang Leila Khalatbari Bryan Wilie Ziwei Ji Etsuko Ishii Pascale Fung 68 5 0 11 Apr 2024
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study Alessandro Stolfo RALM HILM 26 6 0 10 Apr 2024
Improving Language Model Reasoning with Self-motivated Learning Yunlong Feng Yang Xu Libo Qin Yasheng Wang Wanxiang Che LRM ReLM 39 7 0 10 Apr 2024
Ada-LEval: Evaluating long-context LLMs with length-adaptable benchmarks Chonghua Wang Haodong Duan Songyang Zhang Dahua Lin Kai-xiang Chen ELM 29 17 0 09 Apr 2024
Best-of-Venom: Attacking RLHF by Injecting Poisoned Preference Data Tim Baumgärtner Yang Gao Dana Alon Donald Metzler AAML 25 18 0 08 Apr 2024
Towards Understanding the Influence of Reward Margin on Preference Model Performance Bowen Qin Duanyu Feng Xi Yang 34 3 0 07 Apr 2024
AI2Apps: A Visual IDE for Building LLM-based AI Agent Applications Xin Pang Zhucong Li Jiaxiang Chen Yuan-Chia Cheng Yinghui Xu Yuan Qi LLMAG 31 4 0 07 Apr 2024
PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics Derui Zhu Dingfan Chen Qing Li Zongxiong Chen Lei Ma Jens Grossklags Mario Fritz HILM 35 9 0 06 Apr 2024
Aligning Diffusion Models by Optimizing Human Utility Shufan Li Konstantinos Kallidromitis Akash Gokul Yusuke Kato Kazuki Kozuka 105 27 0 06 Apr 2024
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent Hanyu Lai Xiao Liu Iat Long Iong Shuntian Yao Yuxuan Chen ... Hao Yu Hanchen Zhang Xiaohan Zhang Yuxiao Dong Jie Tang LM&Ro LLMAG 36 44 0 04 Apr 2024
Learning to Plan and Generate Text with Citations Constanza Fierro Reinald Kim Amplayo Fantine Huot Nicola De Cao Joshua Maynez Shashi Narayan Mirella Lapata 24 17 0 04 Apr 2024
Empowering Biomedical Discovery with AI Agents Shanghua Gao Ada Fang Yepeng Huang Valentina Giunchiglia Ayush Noori Jonathan Richard Schwarz Yasha Ektefaie Jovana Kondic Marinka Zitnik LLMAG AI4CE 39 66 0 03 Apr 2024
Asymptotics of Language Model Alignment Joy Qiping Yang Salman Salamatian Ziteng Sun A. Suresh Ahmad Beirami 61 21 0 02 Apr 2024
Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment Yuu Jinnai Tetsuro Morimura Kaito Ariu Kenshi Abe 61 3 0 01 Apr 2024
Source-Aware Training Enables Knowledge Attribution in Language Models Muhammad Khalifa David Wadden Emma Strubell Honglak Lee Lu Wang Iz Beltagy Hao Peng HILM 36 14 0 01 Apr 2024
Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models Wei He Shichun Liu Jun Zhao Yiwen Ding Yi Lu Zhiheng Xi Tao Gui Qi Zhang Xuanjing Huang 42 1 0 01 Apr 2024
Comparing Bad Apples to Good Oranges: Aligning Large Language Models via Joint Preference Optimization Hritik Bansal Ashima Suvarna Gantavya Bhatt Nanyun Peng Kai-Wei Chang Aditya Grover ALM 64 9 0 31 Mar 2024
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods Yuji Cao Huan Zhao Yuheng Cheng Ting Shu Guolong Liu Gaoqi Liang Junhua Zhao Yun Li LLMAG KELM OffRL LM&Ro 35 49 0 30 Mar 2024
Understanding the Learning Dynamics of Alignment with Human Feedback Shawn Im Yixuan Li ALM 32 11 0 27 Mar 2024
Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization Jin Peng Zhou Charles Staats Wenda Li Christian Szegedy Kilian Q. Weinberger Yuhuai Wu LRM 24 27 0 26 Mar 2024
ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting Xiaoxue Cheng Junyi Li Wayne Xin Zhao Ji-Rong Wen LRM AI4CE ReLM 47 6 0 21 Mar 2024
Reinforcement Learning from Reflective Feedback (RLRF): Aligning and Improving LLMs via Fine-Grained Self-Reflection Kyungjae Lee Dasol Hwang Sunghyun Park Youngsoo Jang Moontae Lee 43 8 0 21 Mar 2024
A Roadmap Towards Automated and Regulated Robotic Systems Yihao Liu Mehran Armand 42 2 0 21 Mar 2024
RewardBench: Evaluating Reward Models for Language Modeling Nathan Lambert Valentina Pyatkin Jacob Morrison Lester James Validad Miranda Bill Yuchen Lin ... Sachin Kumar Tom Zick Yejin Choi Noah A. Smith Hanna Hajishirzi ALM 76 213 0 20 Mar 2024
CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing Xinyi He Jiaru Zou Yun Lin Mengyu Zhou Shi Han Zejian Yuan Dongmei Zhang 32 1 0 20 Mar 2024
SC-Tune: Unleashing Self-Consistent Referential Comprehension in Large Vision Language Models Tongtian Yue Jie Cheng Longteng Guo Xingyuan Dai Zijia Zhao Xingjian He Gang Xiong Yisheng Lv Jing Liu 43 9 0 20 Mar 2024
Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering Yuan Gao Yiheng Zhu Yuanbin Cao Yinzhi Zhou Zhen Wu Yujie Chen Shenglan Wu Haoyuan Hu Xinyu Dai LRM 49 2 0 19 Mar 2024
Tur[k]ingBench: A Challenge Benchmark for Web Agents Kevin Xu Yeganeh Kordi Kate Sanders Yizhong Wang Adam Byerly Kate Sanders Adam Byerly Jingyu Zhang Benjamin Van Durme Daniel Khashabi LLMAG 69 6 0 18 Mar 2024
JORA: JAX Tensor-Parallel LoRA Library for Retrieval Augmented Fine-Tuning Anique Tahir Lu Cheng Huan Liu 30 1 0 17 Mar 2024
Improving Dialogue Agents by Decomposing One Global Explicit Annotation with Local Implicit Multimodal Feedback Dong Won Lee Hae Won Park Yoon Kim C. Breazeal Louis-Philippe Morency 26 0 0 17 Mar 2024
Beyond Static Evaluation: A Dynamic Approach to Assessing AI Assistants' API Invocation Capabilities Honglin Mu Yang Xu Yunlong Feng Xiaofeng Han Yitong Li Yutai Hou Wanxiang Che ELM 26 2 0 17 Mar 2024
FlowMind: Automatic Workflow Generation with LLMs Zhen Zeng William Watson Nicole Cho Saba Rahimi Shayleen Reynolds T. Balch Manuela Veloso 39 26 0 17 Mar 2024
Exploring the Comprehension of ChatGPT in Traditional Chinese Medicine Knowledge Yizhen Li Shaohan Huang Jiaxing Qi Lei Quan Dongran Han Zhongzhi Luan LM&MA AI4MH 27 5 0 14 Mar 2024
Re-Search for The Truth: Multi-round Retrieval-augmented Large Language Models are Strong Fake News Detectors Guanghua Li Wensheng Lu Wei Zhang Defu Lian Kezhong Lu Rui Mao Kai Shu Hao Liao HILM 14 4 0 14 Mar 2024
Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization Renjie Pi Tianyang Han Wei Xiong Jipeng Zhang Runtao Liu Rui Pan Tong Zhang MLLM 37 33 0 13 Mar 2024
Bifurcated Attention: Accelerating Massively Parallel Decoding with Shared Prefixes in LLMs Ben Athiwaratkun Sujan Kumar Gonugondla Sanjay Krishna Gouda Haifeng Qian Hantian Ding ... Liangfu Chen Parminder Bhatia Ramesh Nallapati Sudipta Sengupta Bing Xiang 51 4 0 13 Mar 2024
Human Alignment of Large Language Models through Online Preference Optimisation Daniele Calandriello Daniel Guo Rémi Munos Mark Rowland Yunhao Tang ... Michal Valko Tianqi Liu Rishabh Joshi Zeyu Zheng Bilal Piot 44 60 0 13 Mar 2024
BAGEL: Bootstrapping Agents by Guiding Exploration with Language Shikhar Murty Christopher D. Manning Peter Shaw Mandar Joshi Kenton Lee LM&Ro LLMAG 26 14 0 12 Mar 2024
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension Lei Zhu Fangyun Wei Yanye Lu MLLM VLM 44 17 0 12 Mar 2024
WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks? Alexandre Drouin Maxime Gasse Massimo Caccia I. Laradji Manuel Del Verme ... Megh Thakkar Quentin Cappart David Vazquez Nicolas Chapados Alexandre Lacoste LLMAG 51 53 0 12 Mar 2024
A Survey on Human-AI Teaming with Large Pre-Trained Models Vanshika Vats Marzia Binta Nizam Minghao Liu Ziyuan Wang Richard Ho ... Celeste Shen Rachel Shen Nafisa Hussain Kesav Ravichandran James Davis LM&MA 42 8 0 07 Mar 2024