Title
Data Advisor: Dynamic Data Curation for Safety Alignment of Large Language Models Fei Wang Ninareh Mehrabi Palash Goyal Rahul Gupta Kai-Wei Chang Aram Galstyan ALM 48 2 0 07 Oct 2024
RainbowPO: A Unified Framework for Combining Improvements in Preference Optimization Hanyang Zhao Genta Indra Winata Anirban Das Shi-Xiong Zhang D. Yao Wenpin Tang Sambit Sahu 62 7 0 05 Oct 2024
Self-Powered LLM Modality Expansion for Large Speech-Text Models Tengfei Yu Xuebo Liu Zhiyi Hou Liang Ding Dacheng Tao Min Zhang 32 0 0 04 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 38 2 0 04 Oct 2024
InstaTrans: An Instruction-Aware Translation Framework for Non-English Instruction Datasets Yungi Kim Chanjun Park 31 0 0 02 Oct 2024
Mixing It Up: The Cocktail Effect of Multi-Task Fine-Tuning on LLM Performance -- A Case Study in Finance Meni Brief Oded Ovadia Gil Shenderovitz Noga Ben Yoash Rachel Lemberg Eitam Sheetrit 58 4 0 01 Oct 2024
MoS: Unleashing Parameter Efficiency of Low-Rank Adaptation with Mixture of Shards Sheng Wang Liheng Chen Pengan Chen Jingwei Dong Boyang Xue Jiyue Jiang Lingpeng Kong Chuan Wu MoE 31 8 0 01 Oct 2024
Scalable Fine-tuning from Multiple Data Sources:A First-Order Approximation Approach Dongyue Li Ziniu Zhang Lu Wang Hongyang R. Zhang 43 0 0 28 Sep 2024
BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search Linzhuang Sun Hao Liang Jingxuan Wei Bihui Yu Conghui He Guosheng Dong Wentao Zhang 29 5 0 26 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 51 36 0 23 Sep 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 33 2 0 20 Sep 2024
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks Huanxuan Liao Shizhu He Yao Xu Yuanzhe Zhang Kang Liu Jun Zhao LRM 56 3 0 20 Sep 2024
Exploring and Enhancing the Transfer of Distribution in Knowledge Distillation for Autoregressive Language Models Jun Rao Xuebo Liu Zepeng Lin Liang Ding Jing Li Dacheng Tao Min Zhang 46 2 0 19 Sep 2024
Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data Jiaming Zhou Abbas Ghaddar Ge Zhang Liheng Ma Yaochen Hu Soumyasundar Pal Mark J. Coates Bin Wang Yingxue Zhang Jianye Hao ReLM LRM 44 4 0 19 Sep 2024
Diversify and Conquer: Diversity-Centric Data Selection with Iterative Refinement Simon Yu Liangyu Chen Sara Ahmadian Marzieh Fadaee 43 7 0 17 Sep 2024
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs Madhusudan Ghosh Shrimon Mukherjee Asmit Ganguly Partha Basuchowdhuri S. Naskar Debasis Ganguly 38 7 0 15 Sep 2024
Better Python Programming for all: With the focus on Maintainability Karthik Shivashankar Antonio Martini KELM 41 0 0 17 Aug 2024
ProFuser: Progressive Fusion of Large Language Models Tianyuan Shi Fanqi Wan Canbin Huang Xiaojun Quan Chenliang Li Ming Yan Ji Zhang MoMe 36 2 0 09 Aug 2024
Better Alignment with Instruction Back-and-Forth Translation Thao Nguyen Jeffrey Li Sewoong Oh Ludwig Schmidt Jason Weston Luke Zettlemoyer Xian Li SyDa 38 6 0 08 Aug 2024
FANNO: Augmenting High-Quality Instruction Data with Open-Sourced LLMs Only He Zhu Junyou Su Tianle Lun Yicheng Tao Wenjia Zhang Zipei Fan Guanhua Chen ALM 37 3 0 02 Aug 2024
SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain Pierre Colombo T. Pires Malik Boudiaf Rui Melo Dominic Culver Sofia Morgado Etienne Malaboeuf Gabriel Hautreux Johanne Charpentier Michael Desa ELM AILaw ALM 52 12 0 28 Jul 2024
Self-Directed Synthetic Dialogues and Revisions Technical Report Nathan Lambert Hailey Schoelkopf Aaron Gokaslan Luca Soldaini Valentina Pyatkin Louis Castricato SyDa 50 3 0 25 Jul 2024
Scaling Granite Code Models to 128K Context Matt Stallone Vaibhav Saxena Leonid Karlinsky Bridget McGinn Tim Bula ... Rogerio Feris Nirmit Desai David D. Cox Ruchir Puri Yikang Shen 45 4 0 18 Jul 2024
ProcTag: Process Tagging for Assessing the Efficacy of Document Instruction Data Yufan Shen Chuwei Luo Zhaoqing Zhu Yang Chen Qi Zheng Zhi Yu Jiajun Bu Cong Yao 53 2 0 17 Jul 2024
Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment Jinhao Jiang Junyi Li Wayne Xin Zhao Yang Song Tao Zhang Ji-Rong Wen CLL 41 3 0 15 Jul 2024
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing Huanqian Wang Yang Yue Rui Lu Jingxin Shi Andrew Zhao Shenzhi Wang Shiji Song Gao Huang LM&Ro KELM 55 6 0 11 Jul 2024
Entropy Law: The Story Behind Data Compression and LLM Performance Mingjia Yin Chuhan Wu Yufei Wang Hao Wang Wei Guo Yasheng Wang Yong Liu Ruiming Tang Defu Lian Enhong Chen 42 19 0 09 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 56 1 0 08 Jul 2024
On Speeding Up Language Model Evaluation Jin Peng Zhou Christian K. Belardi Ruihan Wu Travis Zhang Carla P. Gomes Wen Sun Kilian Q. Weinberger 58 1 0 08 Jul 2024
Large Language Model as an Assignment Evaluator: Insights, Feedback, and Challenges in a 1000+ Student Course Cheng-Han Chiang Wei-Chih Chen Chun-Yi Kuan Chienchou Yang Hung-yi Lee ELM AI4Ed 49 5 0 07 Jul 2024
Orchestrating LLMs with Different Personalizations Jin Peng Zhou Katie Z Luo Jingwen Gu Jason Yuan Kilian Q. Weinberger Wen Sun 57 2 0 04 Jul 2024
Breaking Bias, Building Bridges: Evaluation and Mitigation of Social Biases in LLMs via Contact Hypothesis Chahat Raj A. Mukherjee Aylin Caliskan Antonios Anastasopoulos Ziwei Zhu 38 9 0 02 Jul 2024
The Art of Saying No: Contextual Noncompliance in Language Models Faeze Brahman Sachin Kumar Vidhisha Balachandran Pradeep Dasigi Valentina Pyatkin ... Jack Hessel Yulia Tsvetkov Noah A. Smith Yejin Choi Hannaneh Hajishirzi 75 21 0 02 Jul 2024
SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models Zheng Lin Xuanjie Hu Yuxin Zhang Zhe Chen Zihan Fang Xianhao Chen Ang Li Praneeth Vepakomma Yue Gao 54 32 0 01 Jul 2024
LLMs-as-Instructors: Learning from Errors Toward Automating Model Improvement Jiahao Ying Mingbao Lin Yixin Cao Wei Tang Bo Wang Qianru Sun Xuanjing Huang Shuicheng Yan LRM 38 8 0 29 Jun 2024
A Recipe of Parallel Corpora Exploitation for Multilingual Large Language Models Peiqin Lin André F. T. Martins Hinrich Schütze 64 2 0 29 Jun 2024
ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting Rui Pan Jipeng Zhang Xingyuan Pan Renjie Pi Xiaoyu Wang Tong Zhang 58 5 0 28 Jun 2024
Suri: Multi-constraint Instruction Following for Long-form Text Generation Chau Minh Pham Simeng Sun Mohit Iyyer ALM LRM 53 15 0 27 Jun 2024
Decoding-Time Language Model Alignment with Multiple Objectives Ruizhe Shi Yifang Chen Yushi Hu Alisa Liu Hannaneh Hajishirzi Noah A. Smith Simon Du 51 31 0 27 Jun 2024
Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs Lei Zhang Yunshui Li Jiaming Li Xiaobo Xia Jiaxi Yang Run Luo Minzheng Wang Longze Chen Junhao Liu Min Yang 40 2 0 26 Jun 2024
Grass: Compute Efficient Low-Memory LLM Training with Structured Sparse Gradients Aashiq Muhamed Oscar Li David Woodruff Mona Diab Virginia Smith 61 8 0 25 Jun 2024
Brittle Minds, Fixable Activations: Understanding Belief Representations in Language Models Matteo Bortoletto Constantin Ruhdorfer Lei Shi Andreas Bulling AI4MH LRM 48 4 0 25 Jun 2024
Found in the Middle: Calibrating Positional Attention Bias Improves Long Context Utilization Cheng-Yu Hsieh Yung-Sung Chuang Chun-Liang Li Zifeng Wang Long T. Le ... James R. Glass Alexander Ratner Chen-Yu Lee Ranjay Krishna Tomas Pfister 53 33 0 23 Jun 2024
Finding Safety Neurons in Large Language Models Jianhui Chen Xiaozhi Wang Zijun Yao Yushi Bai Lei Hou Juanzi Li KELM LLMSV 48 15 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 40 2 0 20 Jun 2024
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning Zhihan Zhang Zhenwen Liang Wenhao Yu Dian Yu Mengzhao Jia Dong Yu Meng Jiang AIMat RALM LRM ReLM 43 14 0 17 Jun 2024
How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment Heyan Huang Yinghao Li Huashan Sun Yu Bai Yang Gao 52 3 0 17 Jun 2024
$$\texttt{MoE-RBench}$: Towards Building Reliable Language Models with Sparse Mixture-of-Experts$ $\texttt{MoE-RBench}$ : Towards Building Reliable Language Models with Sparse Mixture-of-Experts Guanjie Chen Xinyu Zhao Tianlong Chen Yu Cheng MoE 83 5 0 17 Jun 2024
Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models Rui Ye Jingyi Chai Xiangrui Liu Yaodong Yang Yanfeng Wang Siheng Chen AAML 60 8 0 15 Jun 2024
GenQA: Generating Millions of Instructions from a Handful of Prompts Jiuhai Chen Rifaa Qadri Yuxin Wen Neel Jain John Kirchenbauer Dinesh Manocha Tom Goldstein ALM 51 16 0 14 Jun 2024