Title
Arithmetic Control of LLMs for Diverse User Preferences: Directional Preference Alignment with Multi-Objective Rewards Haoxiang Wang Yong Lin Wei Xiong Rui Yang Shizhe Diao Shuang Qiu Han Zhao Tong Zhang 40 70 0 28 Feb 2024
Decomposed Prompting: Unveiling Multilingual Linguistic Structure Knowledge in English-Centric Large Language Models Ercong Nie Shuzhou Yuan Bolei Ma Helmut Schmid Michael Farber Frauke Kreuter Hinrich Schütze ReLM 91 6 0 28 Feb 2024
Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? Qineng Wang Zihao W. Wang Ying Su Hanghang Tong Yangqiu Song LLMAG LRM 33 58 0 28 Feb 2024
Evaluating Quantized Large Language Models Shiyao Li Xuefei Ning Luning Wang Tengxuan Liu Xiangsheng Shi Shengen Yan Guohao Dai Huazhong Yang Yu-Xiang Wang MQ 43 43 0 28 Feb 2024
Chaining text-to-image and large language model: A novel approach for generating personalized e-commerce banners Shanu Vashishtha Abhinav Prakash Lalitesh Morishetti Kaushiki Nag Yokila Arora Sushant Kumar Kannan Achan DiffM 21 4 0 28 Feb 2024
Exploring Multilingual Concepts of Human Value in Large Language Models: Is Value Alignment Consistent, Transferable and Controllable across Languages? Shaoyang Xu Weilong Dong Zishan Guo Xinwei Wu Deyi Xiong 39 6 0 28 Feb 2024
TroubleLLM: Align to Red Team Expert Zhuoer Xu Jianping Zhang Shiwen Cui Changhua Meng Weiqiang Wang 41 1 0 28 Feb 2024
On the Societal Impact of Open Foundation Models Sayash Kapoor Rishi Bommasani Kevin Klyman Shayne Longpre Ashwin Ramaswami ... Victor Storchan Daniel Zhang Daniel E. Ho Percy Liang Arvind Narayanan 26 54 0 27 Feb 2024
Predict the Next Word: Humans exhibit uncertainty in this task and language models _____ Evgenia Ilia Wilker Aziz 29 2 0 27 Feb 2024
FairBelief -- Assessing Harmful Beliefs in Language Models Mattia Setzu Marta Marchiori Manerba Pasquale Minervini Debora Nozza 21 0 0 27 Feb 2024
Determinants of LLM-assisted Decision-Making Eva Eigner Thorsten Händler 46 44 0 27 Feb 2024
When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method Biao Zhang Zhongtao Liu Colin Cherry Orhan Firat LRM 52 124 0 27 Feb 2024
Think Big, Generate Quick: LLM-to-SLM for Fast Autoregressive Decoding Benjamin Bergner Andrii Skliar Amelie Royer Tijmen Blankevoort Yuki Markus Asano B. Bejnordi 58 5 0 26 Feb 2024
A Comprehensive Evaluation of Quantization Strategies for Large Language Models Renren Jin Jiangcun Du Wuwei Huang Wei Liu Jian Luan Bin Wang Deyi Xiong MQ 30 30 0 26 Feb 2024
HumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization Qiwei Peng Yekun Chai Xuhong Li ELM LM&MA 39 35 0 26 Feb 2024
mEdIT: Multilingual Text Editing via Instruction Tuning Vipul Raheja Dimitris Alikaniotis Vivek Kulkarni Bashar Alhafni Dhruv Kumar VLM 30 6 0 26 Feb 2024
Language-Specific Neurons: The Key to Multilingual Capabilities in Large Language Models Tianyi Tang Wenyang Luo Haoyang Huang Dongdong Zhang Xiaolei Wang Xin Zhao Furu Wei Ji-Rong Wen 56 46 0 26 Feb 2024
RoCoIns: Enhancing Robustness of Large Language Models through Code-Style Instructions Yuan Zhang Xiao Wang Zhiheng Xi Han Xia Tao Gui Qi Zhang Xuanjing Huang 33 3 0 26 Feb 2024
MoZIP: A Multilingual Benchmark to Evaluate Large Language Models in Intellectual Property Shiwen Ni Minghuan Tan Yuelin Bai Fuqiang Niu Min Yang ... Xiaojun Chen Chengming Li Xiping Hu Ye Li Jianping Fan 42 7 0 26 Feb 2024
LLM Inference Unveiled: Survey and Roofline Model Insights Zhihang Yuan Yuzhang Shang Yang Zhou Zhen Dong Zhe Zhou ... Yong Jae Lee Yan Yan Beidi Chen Guangyu Sun Kurt Keutzer 37 79 0 26 Feb 2024
An Integrated Data Processing Framework for Pretraining Foundation Models Yiding Sun Feng Wang Yutao Zhu Wayne Xin Zhao Jiaxin Mao 67 4 0 26 Feb 2024
Towards Accurate Post-training Quantization for Reparameterized Models Luoming Zhang Yefei He Wen Fei Zhenyu Lou Weijia Wu YangWei Ying Hong Zhou MQ 35 0 0 25 Feb 2024
GraphWiz: An Instruction-Following Language Model for Graph Problems Nuo Chen Yuhan Li Jianheng Tang Jia Li 35 28 0 25 Feb 2024
Sustainable Supercomputing for AI: GPU Power Capping at HPC Scale Dan Zhao S. Samsi Joseph McDonald Baolin Li David Bestor Michael Jones Devesh Tiwari V. Gadepally 37 17 0 25 Feb 2024
Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models Yihong Dong Xue Jiang Huanyu Liu Zhi Jin Bin Gu Mengfei Yang Ge Li 24 44 0 24 Feb 2024
MemeCraft: Contextual and Stance-Driven Multimodal Meme Generation Han Wang Roy Ka-Wei Lee 32 7 0 24 Feb 2024
MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs Ziheng Jiang Haibin Lin Yinmin Zhong Qi Huang Yangrui Chen ... Zhe Li X. Jia Jia-jun Ye Xin Jin Xin Liu LRM 38 101 0 23 Feb 2024
GPTVQ: The Blessing of Dimensionality for LLM Quantization M. V. Baalen Andrey Kuzmin Markus Nagel Peter Couperus Cédric Bastoul E. Mahurin Tijmen Blankevoort Paul N. Whatmough MQ 34 28 0 23 Feb 2024
DeMPT: Decoding-enhanced Multi-phase Prompt Tuning for Making LLMs Be Better Context-aware Translators Xinglin Lyu Junhui Li Yanqing Zhao Min Zhang Daimeng Wei Shimin Tao Hao-Yu Yang Min Zhang 37 4 0 23 Feb 2024
Where Visual Speech Meets Language: VSP-LLM Framework for Efficient and Context-Aware Visual Speech Processing Jeong Hun Yeo Seunghee Han Minsu Kim Y. Ro 48 11 0 23 Feb 2024
Fine-tuning Large Language Models for Domain-specific Machine Translation Jiawei Zheng Hanghai Hong Xiaoli Wang Jingsong Su Yonggui Liang Shikai Wu ALM 52 32 0 23 Feb 2024
KIEval: A Knowledge-grounded Interactive Evaluation Framework for Large Language Models Zhuohao Yu Chang Gao Wenjin Yao Yidong Wang Wei Ye Jindong Wang Xing Xie Yue Zhang Shikun Zhang 40 20 0 23 Feb 2024
PALO: A Polyglot Large Multimodal Model for 5B People Muhammad Maaz H. Rasheed Abdelrahman M. Shaker Salman Khan Hisham Cholakal Rao M. Anwer Timothy Baldwin M. Felsberg Fahad S. Khan VLM LRM 83 13 0 22 Feb 2024
MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases Zechun Liu Changsheng Zhao Forrest N. Iandola Chen Lai Yuandong Tian ... Ernie Chang Yangyang Shi Raghuraman Krishnamoorthi Liangzhen Lai Vikas Chandra ALM 43 75 0 22 Feb 2024
Zero-shot cross-lingual transfer in instruction tuning of large language models Nadezhda Chirkova Vassilina Nikoulina LRM 38 3 0 22 Feb 2024
LLM-DA: Data Augmentation via Large Language Models for Few-Shot Named Entity Recognition Junjie Ye Nuo Xu Yikun Wang Jie Zhou Qi Zhang Tao Gui Xuanjing Huang 18 15 0 22 Feb 2024
LLMs with Industrial Lens: Deciphering the Challenges and Prospects -- A Survey Ashok Urlana Charaka Vinayak Kumar Ajeet Kumar Singh B. Garlapati S. Chalamala Rahul Mishra 35 5 0 22 Feb 2024
NLAS-multi: A Multilingual Corpus of Automatically Generated Natural Language Argumentation Schemes Ramon Ruiz-Dolz Joaquín Taverner John Lawrence Chris Reed 38 7 0 22 Feb 2024
Mitigating the Linguistic Gap with Phonemic Representations for Robust Multilingual Language Understanding Haeji Jung Changdae Oh Jooeon Kang Jimin Sohn Kyungwoo Song Jinkyu Kim David R. Mortensen 29 0 0 22 Feb 2024
LexC-Gen: Generating Data for Extremely Low-Resource Languages with Large Language Models and Bilingual Lexicons Zheng-Xin Yong Cristina Menghini Stephen H. Bach 36 3 0 21 Feb 2024
Towards Building Multilingual Language Model for Medicine Pengcheng Qiu Chaoyi Wu Xiaoman Zhang Weixiong Lin Haicheng Wang Ya-Qin Zhang Yanfeng Wang Weidi Xie LM&MA ELM 33 64 0 21 Feb 2024
Beyond Probabilities: Unveiling the Misalignment in Evaluating Large Language Models Chenyang Lyu Minghao Wu Alham Fikri Aji ELM 38 13 0 21 Feb 2024
Kuaiji: the First Chinese Accounting Large Language Model Jiayuan Luo Songhua Yang Xiaoling Qiu Panyu Chen Yufei Nai Wenxuan Zeng Wentao Zhang Xinke Jiang RALM ALM 38 1 0 21 Feb 2024
Investigating Multilingual Instruction-Tuning: Do Polyglot Models Demand for Multilingual Instructions? Alexander Arno Weber Klaudia Thellmann Jan Ebert Nicolas Flores-Herr Jens Lehmann Michael Fromm Mehdi Ali 33 4 0 21 Feb 2024
A Multimodal In-Context Tuning Approach for E-Commerce Product Description Generation Yunxin Li Baotian Hu Wenhan Luo Lin Ma Yuxin Ding Min-Ling Zhang 51 1 0 21 Feb 2024
Analysis of Multi-Source Language Training in Cross-Lingual Transfer Seong Hoon Lim Taejun Yun Jinhyeon Kim Jihun Choi Taeuk Kim 46 2 0 21 Feb 2024
OMGEval: An Open Multilingual Generative Evaluation Benchmark for Large Language Models Yang Janet Liu Meng Xu Shuo Wang Liner Yang Haoyu Wang ... Cunliang Kong Yun-Nung Chen Yang Liu Maosong Sun Erhong Yang ELM LRM 36 1 0 21 Feb 2024
BiMediX: Bilingual Medical Mixture of Experts LLM Sara Pieri Sahal Shaji Mullappilly Fahad Shahbaz Khan Rao Muhammad Anwer Salman Khan Timothy Baldwin Hisham Cholakkal LM&MA 29 12 0 20 Feb 2024
MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models Tongxu Luo Jiahe Lei Fangyu Lei Weihao Liu Shizhu He Jun Zhao Kang Liu MoE ALM 33 18 0 20 Feb 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 38 2 0 20 Feb 2024