Title
RLHF Can Speak Many Languages: Unlocking Multilingual Preference Optimization for LLMs John Dang Arash Ahmadian Kelly Marchisio Julia Kreutzer A. Ustun Sara Hooker 37 21 0 02 Jul 2024
Concise and Precise Context Compression for Tool-Using Language Models Yang Xu Yunlong Feng Honglin Mu Yutai Hou Yitong Li ... Zhongyang Li Dandan Tu Qingfu Zhu M. Zhang Wanxiang Che LLMAG 20 3 0 02 Jul 2024
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log Analysis Tianyu Cui Shiyu Ma Ziang Chen Tong Xiao Shimin Tao ... Changchang Liu Yuzhe Cai Weibin Meng Yongqian Sun Dan Pei ELM 22 4 0 02 Jul 2024
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation Sirui Xia Xintao Wang Jiaqing Liang Yifei Zhang Weikang Zhou Jiaji Deng Fei Yu Yanghua Xiao RALM 11 6 0 01 Jul 2024
DogeRM: Equipping Reward Models with Domain Knowledge through Model Merging Tzu-Han Lin Chen An Li Hung-yi Lee Yun-Nung Chen VLM ALM 26 4 0 01 Jul 2024
$$\text{Memory}^3$: Language Modeling with Explicit Memory$ $\text{Memory}^3$ : Language Modeling with Explicit Memory Hongkang Yang Zehao Lin Wenjin Wang Hao Wu Zhiyu Li ... Yu Yu Kai Chen Feiyu Xiong Linpeng Tang Weinan E 48 11 0 01 Jul 2024
ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions Jingheng Ye Yong Jiang Xiaobin Wang Yinghui Li Yangning Li Hai-Tao Zheng Pengjun Xie Fei Huang 38 2 0 01 Jul 2024
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning Mingqian He Yongliang Shen Wenqi Zhang Zeqi Tan Weiming Lu LRM 35 5 0 29 Jun 2024
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs Sujan Dutta Sayantan Mahinder R. Anantha Bortik Bandyopadhyay ALM 34 4 0 28 Jun 2024
Scalable and Domain-General Abstractive Proposition Segmentation Mohammad Javad Hosseini Yang Gao Tim Baumgärtner Alex Fabrikant Reinald Kim Amplayo 31 0 0 28 Jun 2024
Lifelong Robot Library Learning: Bootstrapping Composable and Generalizable Skills for Embodied Control with Language Models Georgios Tziafas H. Kasaei KELM LM&Ro 40 8 0 26 Jun 2024
Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning Sen Yang Leyang Cui Deng Cai Xinting Huang Shuming Shi Wai Lam 38 8 0 25 Jun 2024
Reinforcement Learning via Auxiliary Task Distillation Abhinav Harish Larry Heck Josiah P. Hanna Z. Kira Andrew Szot 31 0 0 24 Jun 2024
Towards Comprehensive Preference Data Collection for Reward Modeling Yulan Hu Qingyang Li Sheng Ouyang Ge Chen Kaihui Chen Lijun Mei Xucheng Ye Fuzheng Zhang Yong Liu SyDa 32 4 0 24 Jun 2024
Cascade Reward Sampling for Efficient Decoding-Time Alignment Bolian Li Yifan Wang A. Grama Ruqi Zhang Ruqi Zhang AI4TS 47 9 0 24 Jun 2024
LOGIC-LM++: Multi-Step Refinement for Symbolic Formulations Shashank Kirtania Priyanshu Gupta Arjun Radhakirshna LRM 30 4 0 22 Jun 2024
Beyond the Turn-Based Game: Enabling Real-Time Conversations with Duplex Models Xinrong Zhang Yingfa Chen Shengding Hu Xu Han Zihang Xu Yuanwei Xu Weilin Zhao Maosong Sun Zhiyuan Liu 32 9 0 22 Jun 2024
A SMART Mnemonic Sounds like "Glue Tonic": Mixing LLMs with Student Feedback to Make Mnemonic Learning Stick Nishant Balepur Matthew Shu Alexander Hoyle Alison Robey Shi Feng Seraphina Goldfarb-Tarrant Jordan Boyd-Graber 44 1 0 21 Jun 2024
Hybrid Alignment Training for Large Language Models Chenglong Wang Hang Zhou Kaiyan Chang Bei Li Yongyu Mu Tong Xiao Tongran Liu Jingbo Zhu 35 4 0 21 Jun 2024
GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models Shilong Li Yancheng He Hangyu Guo Xingyuan Bu Ge Bai ... Xingwei Qu Yangguang Li Wanli Ouyang Wenbo Su Bo Zheng RALM LLMAG 43 7 0 20 Jun 2024
FoRAG: Factuality-optimized Retrieval Augmented Generation for Web-enhanced Long-form Question Answering Tianchi Cai Zhiwen Tan Xierui Song Tao Sun Jiyan Jiang Yunqi Xu Yinger Zhang Jinjie Gu 27 5 0 19 Jun 2024
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation Jirui Qi Gabriele Sarti Raquel Fernández Arianna Bisazza RALM 37 5 0 19 Jun 2024
AgentDojo: A Dynamic Environment to Evaluate Attacks and Defenses for LLM Agents Edoardo Debenedetti Jie Zhang Mislav Balunović Luca Beurer-Kellner Marc Fischer Florian Tramèr LLMAG AAML 48 25 1 19 Jun 2024
APPL: A Prompt Programming Language for Harmonious Integration of Programs and Large Language Model Prompts Honghua Dong Qidong Su Yubo Gao Zhaoyu Li Yangjun Ruan Gennady Pekhimenko Chris J. Maddison Xujie Si LLMAG 26 1 0 19 Jun 2024
Learning to Generate Answers with Citations via Factual Consistency Models Rami Aly Zhiqiang Tang Samson Tan George Karypis HILM 34 4 0 19 Jun 2024
Think-then-Act: A Dual-Angle Evaluated Retrieval-Augmented Generation Yige Shen Hao Jiang Hua Qu Jihong Zhao RALM LRM 27 1 0 18 Jun 2024
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization Masafumi Enomoto Kunihiro Takeoka Kosuke Akimoto Kiril Gashteovski M. Oyamada RALM 30 1 0 18 Jun 2024
WebCanvas: Benchmarking Web Agents in Online Environments Yichen Pan Dehan Kong Sida Zhou Cheng Cui Yifei Leng ... Hangyu Liu Yanyi Shang Shuyan Zhou Tongshuang Wu Zhengyang Wu 32 26 0 18 Jun 2024
Order-Optimal Instance-Dependent Bounds for Offline Reinforcement Learning with Preference Feedback Zhirui Chen Vincent Y. F. Tan OffRL 38 0 0 18 Jun 2024
Satyrn: A Platform for Analytics Augmented Generation Marko Sterbentz Cameron Barrie Shubham Shahi Abhratanu Dutta Donna Hooshmand Harper Pack Kristian J. Hammond 31 0 0 17 Jun 2024
Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner Kenneth Li Yiming Wang Fernanda Viégas Martin Wattenberg 30 6 0 17 Jun 2024
KAOS: Large Model Multi-Agent Operating System Zhao Zhuo Rongzhen Li Kai Liu Huhai Zou KaiMao Li Jie Yu Tianhao Sun Qingbo Wu VLM LLMAG 41 1 0 17 Jun 2024
GUICourse: From General Vision Language Models to Versatile GUI Agents Wentong Chen Junbo Cui Jinyi Hu Yujia Qin Junjie Fang ... Yupeng Huo Yuan Yao Yankai Lin Zhiyuan Liu Maosong Sun LLMAG 33 30 0 17 Jun 2024
Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector Xiaoxue Cheng Junyi Li Wayne Xin Zhao Hongzhi Zhang Fuzheng Zhang Di Zhang Kun Gai Ji-Rong Wen HILM LLMAG 33 7 0 17 Jun 2024
A Survey on Human Preference Learning for Large Language Models Ruili Jiang Kehai Chen Xuefeng Bai Zhixuan He Juntao Li Muyun Yang Tiejun Zhao Liqiang Nie Min Zhang 41 8 0 17 Jun 2024
Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning Jifan Zhang Lalit P. Jain Yang Guo Jiayi Chen Kuan Lok Zhou ... Scott Sievert Timothy Rogers Kevin Jamieson Robert Mankoff Robert Nowak 33 5 0 15 Jun 2024
RoboGolf: Mastering Real-World Minigolf with a Reflective Multi-Modality Vision-Language Model Hantao Zhou Tianying Ji Lukas Sommerhalder Michael Goerner Norman Hendrich Jianwei Zhang Fuchun Sun Huazhe Xu 45 0 0 14 Jun 2024
PARSE-Ego4D: Personal Action Recommendation Suggestions for Egocentric Videos Steven Abreu Tiffany D. Do Karan Ahuja Eric J. Gonzalez Lee Payne Daniel J. McDuff Mar González-Franco 34 2 0 14 Jun 2024
HelpSteer2: Open-source dataset for training top-performing reward models Zhilin Wang Yi Dong Olivier Delalleau Jiaqi Zeng Gerald Shen Daniel Egert Jimmy J. Zhang Makesh Narsimhan Sreedhar Oleksii Kuchaiev AI4TS 49 83 0 12 Jun 2024
It Takes Two: On the Seamlessness between Reward and Policy Model in RLHF Taiming Lu Lingfeng Shen Xinyu Yang Weiting Tan Beidi Chen Huaxiu Yao 53 2 0 12 Jun 2024
OPTune: Efficient Online Preference Tuning Lichang Chen Jiuhai Chen Chenxi Liu John Kirchenbauer Davit Soselia Chen Zhu Tom Goldstein Tianyi Zhou Heng Huang 34 4 0 11 Jun 2024
Reinforcement Learning from Human Feedback without Reward Inference: Model-Free Algorithm and Instance-Dependent Analysis Qining Zhang Honghao Wei Lei Ying OffRL 54 1 0 11 Jun 2024
RS-Agent: Automating Remote Sensing Tasks through Intelligent Agents Wenjia Xu Zijian Yu Yixu Wang Jiuniu Wang Mugen Peng LLMAG 48 7 0 11 Jun 2024
CAAP: Context-Aware Action Planning Prompting to Solve Computer Tasks with Front-End UI Only Junhee Cho Jihoon Kim Daseul Bae Jinho Choo Youngjune Gwon Yeong-Dae Kwon LLMAG 34 1 0 11 Jun 2024
The Impact of Quantization on Retrieval-Augmented Generation: An Analysis of Small LLMs Mert Yazan Suzan Verberne F. Situmeang MQ 34 3 0 10 Jun 2024
Information Theoretic Guarantees For Policy Alignment In Large Language Models Youssef Mroueh 29 6 0 09 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 97 30 0 09 Jun 2024
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation I-Hung Hsu Zifeng Wang Long T. Le Lesly Miculicich Nanyun Peng Chen-Yu Lee Tomas Pfister HILM 29 4 0 08 Jun 2024
Benchmark Data Contamination of Large Language Models: A Survey Cheng Xu Shuhao Guan Derek Greene Mohand-Tahar Kechadi ELM ALM 38 38 0 06 Jun 2024
Prototypical Reward Network for Data-Efficient RLHF Jinghan Zhang Xiting Wang Yiqiao Jin Changyu Chen Xinhao Zhang Kunpeng Liu ALM 41 18 0 06 Jun 2024