Title
Diffused Responsibility: Analyzing the Energy Consumption of Generative Text-to-Audio Diffusion Models Riccardo Passoni Francesca Ronchini Luca Comanducci Romain Serizel Fabio Antonacci DiffM 23 0 0 12 May 2025
SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning Tianjian Li Daniel Khashabi 50 0 0 05 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS Junlin Wang Roy Xie Shang Zhu Jue Wang Ben Athiwaratkun Bhuwan Dhingra S. Song Ce Zhang James Y. Zou ALM 24 0 0 05 May 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 87 0 0 23 Apr 2025
Transferable text data distillation by trajectory matching Rong Yao Hailin Hu Yifei Fu Hanting Chen Wenyi Fang Fanyi Du Kai Han Yunhe Wang 26 0 0 14 Apr 2025
Not All Data Are Unlearned Equally Aravind Krishnan Siva Reddy Marius Mosbach MU 48 0 0 07 Apr 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 90 0 0 26 Mar 2025
The Lucie-7B LLM and the Lucie Training Dataset: Open resources for multilingual language generation Olivier Gouvert Julie Hunter Jérôme Louradour Christophe Cerisara Evan Dufraisse Yaya Sy Laura Rivière Jean-Pierre Lorré OpenLLM-France community 70 0 0 15 Mar 2025
Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model Emre Can Acikgoz Jeremiah Greer Akul Datta Ze Yang William Zeng Oussama Elachqar Emmanouil Koukoumidis Dilek Hakkani-Tür Gökhan Tür LLMAG 97 3 0 20 Feb 2025
MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections Da Xiao Qingye Meng Shengping Li Xingyuan Yuan MoE AI4CE 54 0 0 13 Feb 2025
Hands-On Tutorial: Labeling with LLM and Human-in-the-Loop Ekaterina Artemova Akim Tsvigun Dominik Schlechtweg Natalia Fedorova Konstantin Chernyshev Sergei Tilga Boris Obmoroshev SyDa VLM 72 0 0 28 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Yu Wu Chenyang Yang 67 27 0 10 Jan 2025
VicSim: Enhancing Victim Simulation with Emotional and Linguistic Fidelity Yerong Li Yiren Liu Yun Huang 39 0 0 06 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 58 8 0 03 Jan 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang OSLM LRM 98 402 0 03 Jan 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 83 11 0 31 Dec 2024
Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Seungeun Oh Jinhyuk Kim Jihong Park Seung-Woo Ko Tony Q. S. Quek Seong-Lyun Kim 63 3 0 17 Dec 2024
On Domain-Specific Post-Training for Multimodal Large Language Models Daixuan Cheng Shaohan Huang Ziyu Zhu Xintong Zhang Wayne Xin Zhao Zhongzhi Luan Bo Dai Zhenliang Zhang VLM 87 2 0 29 Nov 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 71 0 0 12 Nov 2024
DELIFT: Data Efficient Language model Instruction Fine Tuning Ishika Agarwal Krishnateja Killamsetty Lucian Popa Marina Danilevksy ALM VLM 46 2 0 07 Nov 2024
On the Loss of Context-awareness in General Instruction Fine-tuning Yihan Wang Andrew Bai Nanyun Peng Cho-Jui Hsieh 63 1 0 05 Nov 2024
Compute-Constrained Data Selection Junjie Oscar Yin Alexander M. Rush 37 0 0 21 Oct 2024
LlamaLens: Specialized Multilingual LLM for Analyzing News and Social Media Content Mohamed Bayan Kmainasi Ali Ezzat Shahroor Maram Hasanain Sahinur Rahman Laskar Naeemul Hassan Firoj Alam 31 1 0 20 Oct 2024
MedINST: Meta Dataset of Biomedical Instructions Wenhan Han Meng Fang Zihan Zhang Yu Yin Zirui Song Ling-Hao Chen Mykola Pechenizkiy Qingyu Chen LM&MA 23 1 0 17 Oct 2024
Semantics-Adaptive Activation Intervention for LLMs via Dynamic Steering Vectors Weixuan Wang J. Yang Wei Peng LLMSV 13 2 0 16 Oct 2024
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 47 13 0 15 Oct 2024
CursorCore: Assist Programming through Aligning Anything Hao Jiang Qi Liu Rui Li Shengyu Ye Shijin Wang 43 1 0 09 Oct 2024
DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback Zaid Khan Elias Stengel-Eskin Jaemin Cho Mohit Bansal VGen 36 1 0 08 Oct 2024
Round and Round We Go! What makes Rotary Positional Encodings useful? Federico Barbero Alex Vitvitskyi Christos Perivolaropoulos Razvan Pascanu Petar Velickovic 70 16 0 08 Oct 2024
Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion Guanchu Wang Yu-Neng Chuang Ruixiang Tang Shaochen Zhong Jiayi Yuan ... Zirui Liu V. Chaudhary Shuai Xu James Caverlee Xia Hu PILM 68 1 0 06 Oct 2024
Residual Policy Learning for Perceptive Quadruped Control Using Differentiable Simulation Jing Yuan Luo Yunlong Song Victor Klemm Fan Shi Davide Scaramuzza Marco Hutter 26 1 0 04 Oct 2024
Aligning Language Models Using Follow-up Likelihood as Reward Signal Chen Zhang Dading Chong Feng Jiang Chengguang Tang Anningzhe Gao Guohua Tang Haizhou Li ALM 29 2 0 20 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 56 23 0 10 Sep 2024
WinoPron: Revisiting English Winogender Schemas for Consistency, Coverage, and Grammatical Case Vagrant Gautam Julius Steuer Eileen Bingert Ray Johns Anne Lauscher Dietrich Klakow 46 3 0 09 Sep 2024
Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs Jiancheng Dong Lei Jiang Wei Jin Lu Cheng 34 1 0 18 Aug 2024
CodeACT: Code Adaptive Compute-efficient Tuning Framework for Code LLMs Weijie Lv Xuan Xia Sheng-Jun Huang ALM 29 2 0 05 Aug 2024
OffsetBias: Leveraging Debiased Data for Tuning Evaluators Junsoo Park Seungyeon Jwa Meiying Ren Daeyoung Kim Sanghyuk Choi ALM 29 29 0 09 Jul 2024
M2Lingual: Enhancing Multilingual, Multi-Turn Instruction Alignment in Large Language Models Rishabh Maheshwary Vikas Yadav Hoang Nguyen Khyati Mahajan Sathwik Tejaswi Madhusudhan 35 3 0 24 Jun 2024
Super(ficial)-alignment: Strong Models May Deceive Weak Models in Weak-to-Strong Generalization Wenkai Yang Shiqi Shen Guangyao Shen Zhi Gong Yankai Lin Zhi Gong Yankai Lin Ji-Rong Wen 45 13 0 17 Jun 2024
The Impact of Initialization on LoRA Finetuning Dynamics Soufiane Hayou Nikhil Ghosh Bin Yu AI4CE 34 10 0 12 Jun 2024
CoEvol: Constructing Better Responses for Instruction Finetuning through Multi-Agent Cooperation Renhao Li Minghuan Tan Derek F. Wong Min Yang LLMAG 19 1 0 11 Jun 2024
TS-Align: A Teacher-Student Collaborative Framework for Scalable Iterative Finetuning of Large Language Models Chen Zhang Chengguang Tang Dading Chong Ke Shi Guohua Tang Feng Jiang Haizhou Li 27 4 0 30 May 2024
ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation Houxing Ren Mingjie Zhan Zhongyuan Wu Aojun Zhou Junting Pan Hongsheng Li SyDa 27 7 0 27 May 2024
(Perhaps) Beyond Human Translation: Harnessing Multi-Agent Collaboration for Translating Ultra-Long Literary Texts Minghao Wu Jiahao Xu Yulin Yuan Gholamreza Haffari Longyue Wang Weihua Luo Kaifu Zhang LLMAG 114 22 0 20 May 2024
Towards Modular LLMs by Building and Reusing a Library of LoRAs O. Ostapenko Zhan Su E. Ponti Laurent Charlin Nicolas Le Roux Matheus Pereira Lucas Page-Caccia Alessandro Sordoni MoMe 27 30 0 18 May 2024
THRONE: An Object-based Hallucination Benchmark for the Free-form Generations of Large Vision-Language Models Prannay Kaul Zhizhong Li Hao-Yu Yang Yonatan Dukler Ashwin Swaminathan C. Taylor Stefano Soatto HILM 41 15 0 08 May 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 43 21 0 22 Apr 2024
Navigating the Landscape of Large Language Models: A Comprehensive Review and Analysis of Paradigms and Fine-Tuning Strategies Benjue Weng LM&MA 30 7 0 13 Apr 2024
High-Dimension Human Value Representation in Large Language Models Samuel Cahyawijaya Delong Chen Yejin Bang Leila Khalatbari Bryan Wilie Ziwei Ji Etsuko Ishii Pascale Fung 58 5 0 11 Apr 2024
CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues Makesh Narsimhan Sreedhar Traian Rebedea Shaona Ghosh Jiaqi Zeng Christopher Parisien ALM 27 4 0 04 Apr 2024