Title
Understanding Layer Significance in LLM Alignment Guangyuan Shi Zexin Lu Xiaoyu Dong Wenlong Zhang Xuanyu Zhang Yujie Feng Xiao-Ming Wu 58 2 0 23 Oct 2024
Process Supervision-Guided Policy Optimization for Code Generation Ning Dai Zheng Wu Renjie Zheng Ziyun Wei Wenlei Shi Xing Jin Guanlin Liu Chen Dun Liang Huang Lin Yan 56 8 0 23 Oct 2024
ToW: Thoughts of Words Improve Reasoning in Large Language Models Zhikun Xu Ming shen Jacob Dineen Zhaonan Li Xiao Ye Shijie Lu Aswin Rrv Chitta Baral Ben Zhou LRM 200 1 0 21 Oct 2024
Enhancing LLM Agents for Code Generation with Possibility and Pass-rate Prioritized Experience Replay Yuyang Chen Kaiyan Zhao Yiming Wang Ming Yang Jian Zhang Yan Li 47 1 0 16 Oct 2024
Mastering the Craft of Data Synthesis for CodeLLMs Meng Chen Philip Arthur Qianyu Feng Cong Duy Vu Hoang Yu-Heng Hong ... Mark Johnson Kemal Kurniawan Don Dharmasiri Long Duong Yuan-Fang Li SyDa 60 1 0 16 Oct 2024
Balancing Continuous Pre-Training and Instruction Fine-Tuning: Optimizing Instruction-Following in LLMs Ishan Jindal Chandana Badrinath Pranjal Bharti Lakkidi Vinay Sachin Dev Sharma CLL ALM 31 0 0 14 Oct 2024
AgentBank: Towards Generalized LLM Agents via Fine-Tuning on 50000+ Interaction Trajectories Yifan Song Weimin Xiong Xiutian Zhao Dawei Zhu Wenhao Wu Ke Wang Cheng Li Wei Peng Sujian Li LLMAG 36 10 0 10 Oct 2024
MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization Yougang Lyu Lingyong Yan Zihan Wang Dawei Yin Pengjie Ren Maarten de Rijke Z. Z. Ren 63 6 0 10 Oct 2024
CursorCore: Assist Programming through Aligning Anything Hao Jiang Qi Liu Rui Li Shengyu Ye Shijin Wang 53 1 0 09 Oct 2024
TOWER: Tree Organized Weighting for Evaluating Complex Instructions Noah Ziems Zhihan Zhang Meng Jiang ALM 32 0 0 08 Oct 2024
Federated Instruction Tuning of LLMs with Domain Coverage Augmentation Zezhou Wang Yaxin Du Zhuzhong Qian Yugang Jiang Zhuzhong Qian Siheng Chen FedML 188 0 0 30 Sep 2024
Enhancing Text-to-SQL Capabilities of Large Language Models via Domain Database Knowledge Injection Xingyu Ma Xin Tian Lingxiang Wu Xuepeng Wang Xueming Tang Jinqiao Wang 49 0 0 24 Sep 2024
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Jin Jiang Yuchen Yan Yang Liu Yonggang Jin Shuai Peng Hao Fei Xunliang Cai Yixin Cao Liangcai Gao Zhi Tang LRM 52 5 0 19 Sep 2024
CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair Mingjie Liu Yun-Da Tsai Wenfei Zhou Haoxing Ren SyDa 3DV 45 7 0 19 Sep 2024
CRUXEval-X: A Benchmark for Multilingual Code Reasoning, Understanding and Execution Ruiyang Xu Jialun Cao Yaojie Lu Ming Wen Hongyu Lin Xianpei Han Ben He Shing-Chi Cheung Le Sun LRM ELM 39 3 0 23 Aug 2024
Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs Jiancheng Dong Lei Jiang Wei Jin Lu Cheng 44 1 0 18 Aug 2024
CodeACT: Code Adaptive Compute-efficient Tuning Framework for Code LLMs Weijie Lv Xuan Xia Sheng-Jun Huang ALM 36 3 0 05 Aug 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 72 16 0 01 Aug 2024
Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models Somshubra Majumdar Vahid Noroozi Sean Narenthiran Aleksander Ficek Aleksander Ficek Wasi Uddin Ahmad Jocelyn Huang Jagadeesh Balam Boris Ginsburg SyDa 58 2 0 29 Jul 2024
CodeV: Empowering LLMs with HDL Generation through Multi-Level Summarization Yang Zhao Di Huang Chongxiao Li Pengwei Jin Muxin Song ... Rui Zhang Xingui Hu Yunji Chen Qi Guo Xing Hu 73 22 0 15 Jul 2024
Agentless: Demystifying LLM-based Software Engineering Agents Chunqiu Steven Xia Yinlin Deng Soren Dunn Lingming Zhang LLMAG 43 86 0 01 Jul 2024
LASSI: An LLM-based Automated Self-Correcting Pipeline for Translating Parallel Scientific Codes M. Dearing Yiheng Tao Xingfu Wu Z. Lan V. Taylor 40 3 0 30 Jun 2024
Unlocking Continual Learning Abilities in Language Models Wenyu Du Shuang Cheng Tongxu Luo Zihan Qiu Zeyu Huang Ka Chun Cheung Reynold Cheng Jie Fu KELM CLL 51 6 0 25 Jun 2024
BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions Terry Yue Zhuo Minh Chien Vu Jenny Chim Han Hu Wenhao Yu ... David Lo Daniel Fried Xiaoning Du H. D. Vries Leandro von Werra 77 140 0 22 Jun 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 42 52 0 20 Jun 2024
Code-Optimise: Self-Generated Preference Data for Correctness and Efficiency Leonidas Gee Milan Gritta Gerasimos Lampouras Ignacio Iacobacci 28 10 0 18 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 13 0 17 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 68 3 0 17 Jun 2024
We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs Joseph Spracklen Raveen Wijewickrama A. H. M. N. Sakib Anindya Maiti Murtuza Jadliwala Murtuza Jadliwala 48 9 0 12 Jun 2024
Robo-Instruct: Simulator-Augmented Instruction Alignment For Finetuning Code LLMs Zichao Hu Junyi Jessy Li Arjun Guha Joydeep Biswas SyDa ALM 51 1 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 42 7 0 27 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Hai-Tao Zheng Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 52 48 0 21 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 119 23 0 20 May 2024
SuFIA: Language-Guided Augmented Dexterity for Robotic Surgical Assistants Masoud Moghani Lars Doorenbos Will Panitch Sean Huver Mahdi Azizian Ken Goldberg Animesh Garg 43 9 0 08 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 45 36 0 06 May 2024
Performance-Aligned LLMs for Generating Fast Code Daniel Nichols Pranav Polasam Harshitha Menon Aniruddha Marathe T. Gamblin A. Bhatele 35 8 0 29 Apr 2024
PECC: Problem Extraction and Coding Challenges Patrick Haller Jonas Golde Alan Akbik ReLM 40 5 0 29 Apr 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 57 22 0 22 Apr 2024
CSEPrompts: A Benchmark of Introductory Computer Science Prompts Md. Nishat Raihan Dhiman Goswami Sadiya Sayara Chowdhury Puspo Christian D. Newman Tharindu Ranasinghe Marcos Zampieri ELM 44 2 0 03 Apr 2024
PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models Fanxu Meng Zhaohui Wang Muhan Zhang VLM 64 76 0 03 Apr 2024
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation Fang Liu Yang Liu Lin Shi Houkun Huang Ruifeng Wang Zhen Yang Li Zhang Zhongqi Li Yuchi Ma 52 109 0 01 Apr 2024
Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models Xianzhen Luo Qingfu Zhu Zhiming Zhang Xu Wang Qing Yang Dongliang Xu Wanxiang Che ALM 34 2 0 01 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 52 8 0 29 Feb 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 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
MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization Zhiyu Yang Zihan Zhou Shuo Wang Xin Cong Xu Han ... Pengyuan Liu Dong Yu Zhiyuan Liu Xiaodong Shi Maosong Sun LLMAG 39 27 0 18 Feb 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 130 109 0 08 Feb 2024
UniTSyn: A Large-Scale Dataset Capable of Enhancing the Prowess of Large Language Models for Program Testing Yifeng He Jiabo Huang Yuyang Rong Yiwen Guo Ethan Wang Hao Chen 26 4 0 04 Feb 2024
OMPGPT: A Generative Pre-trained Transformer Model for OpenMP Le Chen Arijit Bhattacharjee Nesreen Ahmed N. Hasabnis Gal Oren Vy A. Vo Ali Jannesari VLM 31 11 0 28 Jan 2024
Large Malaysian Language Model Based on Mistral for Enhanced Local Language Understanding Husein Zolkepli Aisyah Razak Kamarul Adha Ariff Nazhan MoE 26 3 0 24 Jan 2024