Title
Segment-Based Interactive Machine Translation for Pre-trained Models Ángel Navarro Francisco Casacuberta VLM 31 0 0 09 Jul 2024
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons Yongqi Leng Deyi Xiong 32 5 0 09 Jul 2024
Data, Data Everywhere: A Guide for Pretraining Dataset Construction Jupinder Parmar Shrimai Prabhumoye Joseph Jennings Bo Liu Aastha Jhunjhunwala Zhilin Wang M. Patwary M. Shoeybi Bryan Catanzaro 34 5 0 08 Jul 2024
Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models Jinliang Lu Ziliang Pang Min Xiao Yaochen Zhu Rui Xia Jiajun Zhang MoMe 29 18 0 08 Jul 2024
An Empirical Comparison of Vocabulary Expansion and Initialization Approaches for Language Models Nandini Mundra Aditya Nanda Kishore Raj Dabre Ratish Puduppully Anoop Kunchukuttan Mitesh Khapra 30 3 0 08 Jul 2024
Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations Bowen Shen Zheng-Shen Lin Daren Zha Wei Liu Jian Luan Bin Wang Weiping Wang 52 1 0 08 Jul 2024
LLMBox: A Comprehensive Library for Large Language Models Tianyi Tang Yiwen Hu Bingqian Li Wenyang Luo Zijing Qin ... Chunxuan Xia Junyi Li Kun Zhou Wayne Xin Zhao Ji-Rong Wen 26 1 0 08 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao LI DU Guoqi Li Jiajun Zhang 45 5 0 05 Jul 2024
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models Yuyan Chen Qiang Fu Yichen Yuan Zhihao Wen Ge Fan Dayiheng Liu Dongmei Zhang Zhixu Li Yanghua Xiao HILM 42 68 0 04 Jul 2024
MAPO: Boosting Large Language Model Performance with Model-Adaptive Prompt Optimization Yuyan Chen Zhihao Wen Ge Fan Zhengyu Chen Wei Yu Wu Dayiheng Liu Zhixu Li Bang Liu Yanghua Xiao 31 18 0 04 Jul 2024
On the Benchmarking of LLMs for Open-Domain Dialogue Evaluation John Mendonça A. Lavie Isabel Trancoso ELM 43 2 0 04 Jul 2024
Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models Litton J. Kurisinkel Pruthwik Mishra Yue Zhang 35 4 0 04 Jul 2024
GPTQT: Quantize Large Language Models Twice to Push the Efficiency Yipin Guo Yilin Lang Qinyuan Ren MQ 14 1 0 03 Jul 2024
Exploring the Role of Transliteration in In-Context Learning for Low-resource Languages Written in Non-Latin Scripts Chunlan Ma Yihong Liu Haotian Ye Hinrich Schütze 21 2 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
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 75 18 0 02 Jul 2024
Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time Sanjoy Chowdhury Sayan Nag Subhrajyoti Dasgupta Jun Chen Mohamed Elhoseiny Ruohan Gao Dinesh Manocha VLM MLLM 34 9 0 01 Jul 2024
FoldGPT: Simple and Effective Large Language Model Compression Scheme Songwei Liu Chao Zeng Lianqiang Li Chenqian Yan Lean Fu Xing Mei Fangmin Chen 40 4 0 01 Jul 2024
Cross-Lingual Transfer Learning for Speech Translation Rao Ma Yassir Fathullah Mengjie Qian Siyuan Tang Mark J. F. Gales Kate Knill 20 1 0 01 Jul 2024
Towards Robust Speech Representation Learning for Thousands of Languages William Chen Wangyou Zhang Yifan Peng Xinjian Li Jinchuan Tian Jiatong Shi Xuankai Chang Soumi Maiti Karen Livescu Shinji Watanabe ELM 38 6 0 30 Jun 2024
LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation Mushui Liu Yuhang Ma Yang Zhen Jun Dan Yunlong Yu Zeng Zhao Zhipeng Hu Bai Liu Changjie Fan VLM DiffM 63 12 0 30 Jun 2024
Too Late to Train, Too Early To Use? A Study on Necessity and Viability of Low-Resource Bengali LLMs Tamzeed Mahfuz Satak Kumar Dey Ruwad Naswan Hasnaen Adil Khondker Salman Sayeed Haz Sameen Shahgir 29 0 0 29 Jun 2024
A Recipe of Parallel Corpora Exploitation for Multilingual Large Language Models Peiqin Lin André F. T. Martins Hinrich Schütze 51 2 0 29 Jun 2024
Resolving Discrepancies in Compute-Optimal Scaling of Language Models Tomer Porian Mitchell Wortsman J. Jitsev Ludwig Schmidt Y. Carmon 50 19 0 27 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 48 9 0 27 Jun 2024
OutlierTune: Efficient Channel-Wise Quantization for Large Language Models Jinguang Wang Yuexi Yin Haifeng Sun Qi Qi Jingyu Wang Zirui Zhuang Tingting Yang Jianxin Liao 33 2 0 27 Jun 2024
Universal Checkpointing: Efficient and Flexible Checkpointing for Large Scale Distributed Training Xinyu Lian Sam Ade Jacobs Lev Kurilenko Masahiro Tanaka Stas Bekman Olatunji Ruwase Minjia Zhang OffRL 16 8 0 27 Jun 2024
MissionGNN: Hierarchical Multimodal GNN-based Weakly Supervised Video Anomaly Recognition with Mission-Specific Knowledge Graph Generation Sanggeon Yun Ryozo Masukawa Minhyoung Na Mohsen Imani 28 6 0 27 Jun 2024
Shimo Lab at "Discharge Me!": Discharge Summarization by Prompt-Driven Concatenation of Electronic Health Record Sections Yunzhen He Hiroaki Yamagiwa Hidetoshi Shimodaira 35 3 0 26 Jun 2024
FrenchToxicityPrompts: a Large Benchmark for Evaluating and Mitigating Toxicity in French Texts Caroline Brun Vassilina Nikoulina 29 1 0 25 Jun 2024
Disce aut Deficere: Evaluating LLMs Proficiency on the INVALSI Italian Benchmark Fabio Mercorio Mario Mezzanzanica Daniele Potertì Antonio Serino Andrea Seveso 24 4 0 25 Jun 2024
BlockLLM: Memory-Efficient Adaptation of LLMs by Selecting and Optimizing the Right Coordinate Blocks A. Ramesh Vignesh Ganapathiraman I. Laradji Mark W. Schmidt 28 1 0 25 Jun 2024
Adversarial Contrastive Decoding: Boosting Safety Alignment of Large Language Models via Opposite Prompt Optimization Zhengyue Zhao Xiaoyun Zhang Kaidi Xu Xing Hu Rui Zhang Zidong Du Qi Guo Yunji Chen 22 5 0 24 Jun 2024
Toward Fairer Face Recognition Datasets Alexandre Fournier-Mongieux Michael Soumm Adrian Daniel Popescu B. Luvison Hervé Le Borgne 23 0 0 24 Jun 2024
Compensate Quantization Errors: Make Weights Hierarchical to Compensate Each Other Yifei Gao Jie Ou Lei Wang Yuting Xiao Zhiyuan Xiang Ruiting Dai Jun Cheng MQ 31 1 0 24 Jun 2024
M2Lingual: Enhancing Multilingual, Multi-Turn Instruction Alignment in Large Language Models Rishabh Maheshwary Vikas Yadav Hoang Nguyen Khyati Mahajan Sathwik Tejaswi Madhusudhan 40 3 0 24 Jun 2024
Large Language Models Are Cross-Lingual Knowledge-Free Reasoners Peng Hu Sizhe Liu Changjiang Gao Xin Huang Xue Han Junlan Feng Chao Deng Shujian Huang LRM 31 1 0 24 Jun 2024
Preference Tuning For Toxicity Mitigation Generalizes Across Languages Xiaochen Li Zheng-Xin Yong Stephen H. Bach CLL 23 13 0 23 Jun 2024
Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibration Zhongzhi Yu Zheng Wang Yonggan Fu Huihong Shi Khalid Shaikh Yingyan Celine Lin 41 20 0 22 Jun 2024
Word Matters: What Influences Domain Adaptation in Summarization? Yinghao Li Siyu Miao Heyan Huang Yang Gao 38 3 0 21 Jun 2024
Exploring Design Choices for Building Language-Specific LLMs Atula Tejaswi Nilesh Gupta Eunsol Choi 22 10 0 20 Jun 2024
Instruction Pre-Training: Language Models are Supervised Multitask Learners Daixuan Cheng Yuxian Gu Shaohan Huang Junyu Bi Minlie Huang Furu Wei SyDa 51 20 0 20 Jun 2024
Data-Centric AI in the Age of Large Language Models Xinyi Xu Zhaoxuan Wu Rui Qiao Arun Verma Yao Shu ... Xiaoqiang Lin Wenyang Hu Zhongxiang Dai Pang Wei Koh Bryan Kian Hsiang Low ALM 40 2 0 20 Jun 2024
VAIYAKARANA : A Benchmark for Automatic Grammar Correction in Bangla Pramit Bhattacharyya Arnab Bhattacharya 15 0 0 20 Jun 2024
On the Evaluation Practices in Multilingual NLP: Can Machine Translation Offer an Alternative to Human Translations? Rochelle Choenni Sara Rajaee Christof Monz Ekaterina Shutova 19 1 0 20 Jun 2024
Persuasiveness of Generated Free-Text Rationales in Subjective Decisions: A Case Study on Pairwise Argument Ranking Mohamed S. Elaraby Diane Litman Xiang Lorraine Li Ahmed Magooda LRM 26 2 0 20 Jun 2024
BoA: Attention-aware Post-training Quantization without Backpropagation Junhan Kim Ho-Young Kim Eulrang Cho Chungman Lee Joonyoung Kim Yongkweon Jeon MQ 33 0 0 19 Jun 2024
DrVideo: Document Retrieval Based Long Video Understanding Ziyu Ma Chenhui Gou Hengcan Shi Bin Sun Shutao Li Hamid Rezatofighi Jianfei Cai VLM 34 12 0 18 Jun 2024
What Are the Odds? Language Models Are Capable of Probabilistic Reasoning Akshay Paruchuri Jake Garrison Shun Liao John Hernandez Jacob Sunshine Tim Althoff Xin Liu Daniel J. McDuff LRM 29 7 0 18 Jun 2024
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools Team GLM : Aohan Zeng Bin Xu Bowen Wang ... Zhaoyu Wang Zhen Yang Zhengxiao Du Zhenyu Hou Zihan Wang ALM 62 477 0 18 Jun 2024