Title
Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering Praveen Venkateswaran Danish Contractor LLMSV LRM 21 0 0 17 May 2025
MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models Xiaomin Li Mingye Gao Yuexing Hao Taoran Li Guangya Wan Zihan Wang Yijun Wang LM&MA ELM AI4MH 12 0 0 16 May 2025
MegaScale-MoE: Large-Scale Communication-Efficient Training of Mixture-of-Experts Models in Production C. Jin Ziheng Jiang Zhihao Bai Zheng Zhong Jing Liu ... Yanghua Peng Xuanzhe Liu Xuanzhe Liu Xin Jin Xin Liu MoE 7 0 0 16 May 2025
CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs Sijia Chen Xiaomin Li Mengxue Zhang Eric Hanchen Jiang Qingcheng Zeng Chen-Hsiang Yu AAML MU ELM 27 0 0 16 May 2025
SAS-Bench: A Fine-Grained Benchmark for Evaluating Short Answer Scoring with Large Language Models Peichao Lai Kaipeng Zhang Yi Lin L. Zhang Feiyang Ye ... Zifei Shan Zeang Sheng Yansen Wang Wentao Zhang Bin Cui ELM LRM 47 0 0 12 May 2025
Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models Weiyi Wu Xinwen Xu Chongyang Gao Xingjian Diao Siting Li Lucas A. Salas Jiang Gui 26 0 0 12 May 2025
FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning Zhehao Zhang Weijie Xu Fanyou Wu Chandan K. Reddy 29 0 0 12 May 2025
POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models Yangguang Shao Xinjie Lin Haozheng Luo Chengshang Hou G. Xiong Jiahao Yu Junzheng Shi SILM 52 0 0 10 May 2025
QoS-Efficient Serving of Multiple Mixture-of-Expert LLMs Using Partial Runtime Reconfiguration HamidReza Imani Jiaxin Peng Peiman Mohseni Abdolah Amirany Tarek A. El-Ghazawi MoE 31 0 0 10 May 2025
The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization Jae-Won Chung Jiachen Liu Jeff J. Ma Ruofan Wu Oh Jun Kweon Yuxuan Xia Zhiyu Wu Mosharaf Chowdhury 31 0 0 09 May 2025
MxMoE: Mixed-precision Quantization for MoE with Accuracy and Performance Co-Design Haojie Duanmu Xiuhong Li Zhihang Yuan Size Zheng Jiangfei Duan Xingcheng Zhang Dahua Lin MQ MoE 203 0 0 09 May 2025
Camera Control at the Edge with Language Models for Scene Understanding Alexiy Buynitsky Sina Ehsani Bhanu Pallakonda Pragyana Mishra VLM 40 0 0 09 May 2025
Performance Evaluation of Large Language Models in Bangla Consumer Health Query Summarization Ajwad Abrar Farzana Tabassum Sabbir Ahmed LM&MA ELM AI4MH 48 0 0 08 May 2025
GroverGPT-2: Simulating Grover's Algorithm via Chain-of-Thought Reasoning and Quantum-Native Tokenization Min Chen Jinglei Cheng Pingzhi Li Haoran Wang Tianlong Chen Junyu Liu LRM 48 0 0 08 May 2025
FLAM: Frame-Wise Language-Audio Modeling Yusong Wu Christos Tsirigotis Ke Chen Cheng-Zhi Anna Huang Rameswar Panda Oriol Nieto Prem Seetharaman Justin Salamon 50 0 0 08 May 2025
Faster MoE LLM Inference for Extremely Large Models Haoqi Yang Luohe Shi Qiwei Li Zuchao Li Ping Wang Bo Du Mengjia Shen Hai Zhao MoE 68 0 0 06 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS Junlin Wang Roy Xie Shang Zhu Jue Wang Ben Athiwaratkun Bhuwan Dhingra Shuaiwen Leon Song Ce Zhang James Zou ALM 38 0 0 05 May 2025
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery Yoel Zimmermann Adib Bazgir Alexander H Al-Feghali Mehrad Ansari L. C. Brinson ... Shang Zhu Jan Janssen Calvin Li Ian Foster Ben Blaiszik 64 0 0 05 May 2025
AKD : Adversarial Knowledge Distillation For Large Language Models Alignment on Coding tasks Ilyas Oulkadda Julien Perez ALM 47 0 0 05 May 2025
An overview of artificial intelligence in computer-assisted language learning Anisia Katinskaia 35 0 0 04 May 2025
Backdoor Attacks Against Patch-based Mixture of Experts Cedric Chan Jona te Lintelo S. Picek AAML MoE 187 0 0 03 May 2025
MoEQuant: Enhancing Quantization for Mixture-of-Experts Large Language Models via Expert-Balanced Sampling and Affinity Guidance Xing Hu Zhixuan Chen Dawei Yang Zukang Xu Chen Xu Zhihang Yuan Sifan Zhou Jiangyong Yu MoE MQ 44 0 0 02 May 2025
Mixture of Sparse Attention: Content-Based Learnable Sparse Attention via Expert-Choice Routing Piotr Piekos Róbert Csordás Jürgen Schmidhuber MoE VLM 106 1 0 01 May 2025
Memorization and Knowledge Injection in Gated LLMs Xu Pan Ely Hahami Zechen Zhang H. Sompolinsky KELM CLL RALM 106 1 0 30 Apr 2025
In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer Zechuan Zhang Ji Xie Yu Lu Zongxin Yang Yuqing Yang DiffM 97 1 0 29 Apr 2025
Accelerating Mixture-of-Experts Training with Adaptive Expert Replication Athinagoras Skiadopoulos Mark Zhao Swapnil Gandhi Thomas Norrie Shrijeet Mukherjee Christos Kozyrakis MoE 91 0 0 28 Apr 2025
Mapping the Italian Telegram Ecosystem: Communities, Toxicity, and Hate Speech Lorenzo Alvisi S. Tardelli Maurizio Tesconi 200 0 0 28 Apr 2025
Towards Robust Dialogue Breakdown Detection: Addressing Disruptors in Large Language Models with Self-Guided Reasoning Abdellah Ghassel Xianzhi Li Xiaodan Zhu 51 0 0 26 Apr 2025
The Ultimate Cookbook for Invisible Poison: Crafting Subtle Clean-Label Text Backdoors with Style Attributes Wencong You Daniel Lowd 39 0 0 24 Apr 2025
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model Junshu Pan Wei Shen Shulin Huang Qiji Zhou Yue Zhang 74 0 0 22 Apr 2025
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QA Xanh Ho Jiahao Huang Florian Boudin Akiko Aizawa ELM 36 0 0 16 Apr 2025
2D-Curri-DPO: Two-Dimensional Curriculum Learning for Direct Preference Optimization Mengyang Li Zhong Zhang 27 0 0 10 Apr 2025
Generative Large Language Model usage in Smart Contract Vulnerability Detection Peter Ince Jiangshan Yu Joseph K. Liu Xiaoning Du 37 0 0 07 Apr 2025
Are you really listening? Boosting Perceptual Awareness in Music-QA Benchmarks Yongyi Zang Sean O'Brien Taylor Berg-Kirkpatrick Julian McAuley Zachary Novack AuLLM 94 1 0 01 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 75 0 0 01 Apr 2025
Assessing Code Understanding in LLMs Cosimo Laneve Alvise Spanò Dalila Ressi S. Rossi M. Bugliesi 50 0 0 31 Mar 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 58 0 0 28 Mar 2025
Harmonia: A Multi-Agent Reinforcement Learning Approach to Data Placement and Migration in Hybrid Storage Systems Rakesh Nadig Vamanan Arulchelvan Rahul Bera Taha Shahroodi Gagandeep Singh Mohammad Sadrosadati Jisung Park O. Mutlu Onur Mutlu 68 0 0 26 Mar 2025
CURIE: Evaluating LLMs On Multitask Scientific Long Context Understanding and Reasoning Hao Cui Zahra Shamsi Gowoon Cheon Xuejian Ma Shutong Li ... Eun-Ah Kim M. Brenner Viren Jain Sameera Ponda Subhashini Venugopalan ELM LRM 57 0 0 14 Mar 2025
Large Language Models for Outpatient Referral: Problem Definition, Benchmarking and Challenges Xiaoxiao Liu Qingying Xiao Junying Chen Xiangyi Feng Xiangbo Wu ... Xiang Wan Jian Chang Guangjun Yu Yan Hu Benyou Wang LM&MA LRM 206 0 0 11 Mar 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 153 2 0 10 Mar 2025
From Idea to Implementation: Evaluating the Influence of Large Language Models in Software Development -- An Opinion Paper Sargam Yadav Asifa Mehmood Qureshi Abhishek Kaushik Shubham Sharma Roisin Loughran ... . Nikhil Singh Padraic O'Hara Pranay Jaiswal Roshan Chandru David Lillis 56 1 0 10 Mar 2025
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs Ling Team B. Zeng Chenyu Huang Chao Zhang Changxin Tian ... Zhaoxin Huan Zujie Wen Zhenhang Sun Zhuoxuan Du Z. He MoE ALM 111 2 0 07 Mar 2025
CoServe: Efficient Collaboration-of-Experts (CoE) Model Inference with Limited Memory Jiashun Suo Xiaojian Liao Limin Xiao Li Ruan Jinquan Wang Xiao Su Zhisheng Huo 72 0 0 04 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
Enhancing the Scalability and Applicability of Kohn-Sham Hamiltonians for Molecular Systems Yunyang Li Zaishuo Xia Lin Huang Xinran Wei Han Yang ... Zun Wang Chang-Shu Liu Jia Zhang Bin Shao Mark B. Gerstein 77 0 0 26 Feb 2025
Drop-Upcycling: Training Sparse Mixture of Experts with Partial Re-initialization Taishi Nakamura Takuya Akiba Kazuki Fujii Yusuke Oda Rio Yokota Jun Suzuki MoMe MoE 94 1 0 26 Feb 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 53 0 0 24 Feb 2025
Unveiling Scoring Processes: Dissecting the Differences between LLMs and Human Graders in Automatic Scoring Xuansheng Wu Padmaja Pravin Saraf Gyeong-Geon Lee Ehsan Latif Ninghao Liu Xiaoming Zhai 60 4 0 24 Feb 2025
LightMamba: Efficient Mamba Acceleration on FPGA with Quantization and Hardware Co-design Renjie Wei Songqiang Xu Linfeng Zhong Zebin Yang Qingyu Guo Yidan Wang Runsheng Wang Meng Li 84 0 0 24 Feb 2025