Title
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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
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Why Transformers Need Adam: A Hessian Perspective Yushun Zhang Congliang Chen Tian Ding Ziniu Li Ruoyu Sun Zhimin Luo 40 43 0 26 Feb 2024
Multi-Bit Distortion-Free Watermarking for Large Language Models Massieh Kordi Boroujeny Ya Jiang Kai Zeng Brian L. Mark WaLM VLM 48 4 0 26 Feb 2024
Defending LLMs against Jailbreaking Attacks via Backtranslation Yihan Wang Zhouxing Shi Andrew Bai Cho-Jui Hsieh AAML 40 33 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 53 3 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 61 82 0 26 Feb 2024
An Integrated Data Processing Framework for Pretraining Foundation Models Yiding Sun Feng Wang Yutao Zhu Wayne Xin Zhao Jiaxin Mao 81 4 0 26 Feb 2024
CodeS: Towards Building Open-source Language Models for Text-to-SQL Haoyang Li Jing Zhang Hanbing Liu Ju Fan Xiaokang Zhang Jun Zhu Renjie Wei Hongyan Pan Cuiping Li Hong Chen ELM AI4TS 50 98 0 26 Feb 2024
DrAttack: Prompt Decomposition and Reconstruction Makes Powerful LLM Jailbreakers Xirui Li Ruochen Wang Minhao Cheng Tianyi Zhou Cho-Jui Hsieh AAML 52 37 0 25 Feb 2024
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-Attention SeungWon Seo Suho Lee Sangheum Hwang 43 0 0 25 Feb 2024
How Large Language Models Encode Context Knowledge? A Layer-Wise Probing Study Tianjie Ju Weiwei Sun Wei Du Xinwei Yuan Zhaochun Ren Gongshen Liu KELM 39 24 0 25 Feb 2024
IR2: Information Regularization for Information Retrieval Jianyou Wang Kaicheng Wang Xiaoyue Wang Weili Cao R. Paturi Leon Bergen 48 1 0 25 Feb 2024
Prompt Perturbation Consistency Learning for Robust Language Models Yao Qiang Subhrangshu Nandi Ninareh Mehrabi Greg Ver Steeg Anoop Kumar Anna Rumshisky Aram Galstyan 48 6 0 24 Feb 2024
Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models Haoran Liao Jidong Tian Shaohua Hu Hao He Yaohui Jin ReLM LRM 46 1 0 24 Feb 2024
Hal-Eval: A Universal and Fine-grained Hallucination Evaluation Framework for Large Vision Language Models Chaoya Jiang Wei Ye Mengfan Dong Hongrui Jia Haiyang Xu Mingshi Yan Ji Zhang Shikun Zhang VLM MLLM 48 15 0 24 Feb 2024
MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs Ziheng Jiang Yanghua Peng Yinmin Zhong Qi Huang Yangrui Chen ... Zhe Li X. Jia Jia-jun Ye Xin Jin Xin Liu LRM 46 105 0 23 Feb 2024
How Do Nonlinear Transformers Learn and Generalize in In-Context Learning? Hongkang Li Meng Wang Songtao Lu Xiaodong Cui Pin-Yu Chen MLT 51 16 0 23 Feb 2024
AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks Zekang Yang Wang Zeng Sheng Jin Chao Qian Ping Luo Wentao Liu MLLM VLM 66 8 0 23 Feb 2024
DEEM: Dynamic Experienced Expert Modeling for Stance Detection Xiaolong Wang Yile Wang Sijie Cheng Peng Li Yang Liu 39 6 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 Yang Min Zhang 55 4 0 23 Feb 2024
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models Jongyoon Song Nohil Park Bongkyu Hwang Jaewoong Yun Seongho Joe Youngjune Gwon Sungroh Yoon KELM HILM 43 1 0 23 Feb 2024
AttributionBench: How Hard is Automatic Attribution Evaluation? Yifei Li Xiang Yue Zeyi Liao Huan Sun HILM 35 13 0 23 Feb 2024
Hands-Free VR J. Fernandez Jae Joong Lee Santiago Andrés Serrano Vacca Alejandra Magana Bedrich Benes V. Popescu 30 0 0 23 Feb 2024
Optimizing Language Models for Human Preferences is a Causal Inference Problem Victoria Lin Eli Ben-Michael Louis-Philippe Morency 43 3 0 22 Feb 2024
In-Context Learning of a Linear Transformer Block: Benefits of the MLP Component and One-Step GD Initialization Ruiqi Zhang Jingfeng Wu Peter L. Bartlett 49 13 0 22 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 Michael Felsberg Fahad S. Khan VLM LRM 85 13 0 22 Feb 2024
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning Zicheng Lin Zhibin Gou Tian Liang Ruilin Luo Haowei Liu Yujiu Yang LRM 42 44 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 46 78 0 22 Feb 2024
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning Johnathan Xie Yoonho Lee Annie S. Chen Chelsea Finn 27 3 0 22 Feb 2024
Zero-shot cross-lingual transfer in instruction tuning of large language models Nadezhda Chirkova Vassilina Nikoulina LRM 46 3 0 22 Feb 2024
DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large Language Models Yuhang Cao Pan Zhang Xiao-wen Dong Dahua Lin Jiaqi Wang 45 11 0 22 Feb 2024
Cleaner Pretraining Corpus Curation with Neural Web Scraping Zhipeng Xu Zhenghao Liu Yukun Yan Zhiyuan Liu Ge Yu Chenyan Xiong CLIP OnRL 32 4 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 39 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 39 5 0 22 Feb 2024
Towards Robust Instruction Tuning on Multimodal Large Language Models Wei Han Hui Chen Soujanya Poria MLLM 48 0 0 22 Feb 2024
Vygotsky Distance: Measure for Benchmark Task Similarity Maxim K. Surkov Ivan P. Yamshchikov 44 0 0 22 Feb 2024
KoCoSa: Korean Context-aware Sarcasm Detection Dataset Yumin Kim Heejae Suh Mingi Kim Dongyeon Won Hwanhee Lee 41 1 0 22 Feb 2024
Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge Jinlan Fu Shenzhen Huangfu Hang Yan See-Kiong Ng Xipeng Qiu LRM 52 7 0 22 Feb 2024
Qsnail: A Questionnaire Dataset for Sequential Question Generation Yan Lei Liang Pang Yuanzhuo Wang Huawei Shen Xueqi Cheng 42 0 0 22 Feb 2024
Word-Sequence Entropy: Towards Uncertainty Estimation in Free-Form Medical Question Answering Applications and Beyond Zhiyuan Wang Jinhao Duan Chenxi Yuan Qingyu Chen Tianlong Chen Huaxiu Yao Yue Zhang Ren Wang Kaidi Xu Xiaoshuang Shi UQLM 47 10 0 22 Feb 2024
Automatic Histograms: Leveraging Language Models for Text Dataset Exploration Emily Reif Crystal Qian James Wexler Minsuk Kahng 41 10 0 21 Feb 2024
Beyond Probabilities: Unveiling the Misalignment in Evaluating Large Language Models Chenyang Lyu Minghao Wu Alham Fikri Aji ELM 51 13 0 21 Feb 2024
Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning Zhaorui Yang Tianyu Pang H. Feng Han Wang Wei Chen Minfeng Zhu Qian Liu ALM 40 37 0 21 Feb 2024
Infrastructure Ombudsman: Mining Future Failure Concerns from Structural Disaster Response Towhid Chowdhury Soumyajit Datta Naveen Sharma Ashiqur R. KhudaBukhsh AI4CE 36 4 0 21 Feb 2024
RecMind: Japanese Movie Recommendation Dialogue with Seeker's Internal State Takashi Kodama Hirokazu Kiyomaru Yin Jou Huang Sadao Kurohashi 25 0 0 21 Feb 2024
ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language Models Chenyang Song Xu Han Zhengyan Zhang Shengding Hu Xiyu Shi ... Chen Chen Zhiyuan Liu Guanglin Li Tao Yang Maosong Sun 58 25 0 21 Feb 2024
From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers M. E. Ildiz Yixiao Huang Yingcong Li A. S. Rawat Samet Oymak 38 17 0 21 Feb 2024