Title
Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs Siyuan Guo Aniket Didolkar Nan Rosemary Ke Anirudh Goyal Ferenc Huszár Bernhard Schölkopf 37 3 0 24 May 2024
A Misleading Gallery of Fluid Motion by Generative Artificial Intelligence Ali Kashefi VGen 40 5 0 24 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Yinghui Li Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 38 44 0 21 May 2024
LG AI Research & KAIST at EHRSQL 2024: Self-Training Large Language Models with Pseudo-Labeled Unanswerable Questions for a Reliable Text-to-SQL System on EHRs Yongrae Jo Seongyun Lee Minju Seo Sung Ju Hwang Moontae Lee 24 3 0 18 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
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 53 249 0 16 May 2024
SambaNova SN40L: Scaling the AI Memory Wall with Dataflow and Composition of Experts R. Prabhakar R. Sivaramakrishnan Darshan Gandhi Yun Du Mingran Wang ... Urmish Thakker Dawei Huang Sumti Jairath Kevin J. Brown K. Olukotun MoE 36 12 0 13 May 2024
Truthful Aggregation of LLMs with an Application to Online Advertising Ermis Soumalias Michael J. Curry Sven Seuken 31 11 0 09 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 24 36 0 06 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
MMInA: Benchmarking Multihop Multimodal Internet Agents Ziniu Zhang Shulin Tian Liangyu Chen Ziwei Liu LLMAG LM&Ro 27 13 0 15 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 35 6 0 12 Apr 2024
Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement Zaid Khan B. Vijaykumar S. Schulter Yun Fu Manmohan Chandraker LRM ReLM 18 6 0 06 Apr 2024
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models Hyeonwoo Kim Gyoungjin Gim Yungi Kim Jihoo Kim Byungju Kim Wonseok Lee Chanjun Park ReLM LRM 27 1 0 05 Apr 2024
CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models Xuechen Liang Meiling Tao Yinghui Xia Yiting Xie Jun Wang JingSong Yang LLMAG 16 12 0 02 Apr 2024
PosterLlama: Bridging Design Ability of Langauge Model to Contents-Aware Layout Generation Jaejung Seol Seojun Kim Jaejun Yoo 3DV VLM 19 6 0 01 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 41 103 0 01 Apr 2024
Instruction-Driven Game Engines on Large Language Models Hongqiu Wu Xing-Chen Liu Haizhen Zhao Min Zhang 32 1 0 30 Mar 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Xiaokang Zhang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... D. Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 44 20 0 28 Mar 2024
FoC: Figure out the Cryptographic Functions in Stripped Binaries with LLMs Guoqiang Chen Xiuwei Shang Shaoyin Cheng Yanming Zhang Weiming Zhang Neng H. Yu N. Yu 86 2 0 27 Mar 2024
Arcee's MergeKit: A Toolkit for Merging Large Language Models Charles Goddard Shamane Siriwardhana Malikeh Ehghaghi Luke Meyers Vladimir Karpukhin Brian Benedict Mark McQuade Jacob Solawetz MoMe KELM 68 75 0 20 Mar 2024
Proxy-RLHF: Decoupling Generation and Alignment in Large Language Model with Proxy Yu Zhu Chuxiong Sun Wenfei Yang Wenqiang Wei Bo Tang ... Zhiyu Li Shifeng Zhang Feiyu Xiong Jie Hu Mingchuan Yang 23 3 0 07 Mar 2024
SaulLM-7B: A pioneering Large Language Model for Law Pierre Colombo T. Pires Malik Boudiaf Dominic Culver Rui Melo ... Andre F. T. Martins Fabrizio Esposito Vera Lúcia Raposo Sofia Morgado Michael Desa ELM AILaw 39 63 0 06 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 46 7 0 04 Mar 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 19 2 0 01 Mar 2024
Improving Socratic Question Generation using Data Augmentation and Preference Optimization Nischal Ashok Kumar Andrew S. Lan 24 8 0 01 Mar 2024
Loose LIPS Sink Ships: Asking Questions in Battleship with Language-Informed Program Sampling Gabriel Grand Valerio Pepe Jacob Andreas Joshua B. Tenenbaum ReLM 21 6 0 29 Feb 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 42 7 0 29 Feb 2024
GPTVQ: The Blessing of Dimensionality for LLM Quantization M. V. Baalen Andrey Kuzmin Markus Nagel Peter Couperus Cédric Bastoul E. Mahurin Tijmen Blankevoort Paul N. Whatmough MQ 24 28 0 23 Feb 2024
Mitigating Fine-tuning based Jailbreak Attack with Backdoor Enhanced Safety Alignment Jiong Wang Jiazhao Li Yiquan Li Xiangyu Qi Junjie Hu Yixuan Li P. McDaniel Muhao Chen Bo Li Chaowei Xiao AAML SILM 32 16 0 22 Feb 2024
Balanced Data Sampling for Language Model Training with Clustering Yunfan Shao Linyang Li Zhaoye Fei Hang Yan Dahua Lin Xipeng Qiu 24 8 0 22 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 29 33 0 21 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomáš Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 112 347 0 09 Feb 2024
Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning Zhiheng Xi Wenxiang Chen Boyang Hong Senjie Jin Rui Zheng ... Xinbo Zhang Peng Sun Tao Gui Qi Zhang Xuanjing Huang LRM 27 20 0 08 Feb 2024
Text-to-Code Generation with Modality-relative Pre-training Fenia Christopoulou Guchun Zhang Gerasimos Lampouras AI4TS 11 1 0 08 Feb 2024
LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning Yuqiang Sun Daoyuan Wu Yue Xue Han Liu Wei Ma Lyuye Zhang Miaolei Shi Yingjiu Li ELM 76 46 0 29 Jan 2024
Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit Yao Wan Yang He Zhangqian Bi Jianguo Zhang Hongyu Zhang Yulei Sui Guandong Xu Hai Jin Philip S. Yu 20 20 0 30 Dec 2023
LLM-SAP: Large Language Models Situational Awareness Based Planning Liman Wang Hanyang Zhong LLMAG 20 2 0 26 Dec 2023
A Comprehensive Evaluation of Parameter-Efficient Fine-Tuning on Software Engineering Tasks Wentao Zou Qi Li Jidong Ge Chuanyi Li Xiaoyu Shen LiGuo Huang Bin Luo 21 5 0 25 Dec 2023
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL Bing Wang Changyu Ren Jian Yang Xinnian Liang Jiaqi Bai ... Zhao Yan Qian-Wen Zhang Di Yin Xing Sun Zhoujun Li 23 48 0 18 Dec 2023
Mixed Distillation Helps Smaller Language Model Better Reasoning Chenglin Li Qianglong Chen Liangyue Li Wang Caiyu Yicheng Li Zhang Yin Yin Zhang LRM 21 11 0 17 Dec 2023
Rethinking the Instruction Quality: LIFT is What You Need Yang Xu Yongqiang Yao Yufan Huang Mengnan Qi Maoquan Wang Bin Gu Neel Sundaresan ALM 11 32 0 12 Dec 2023
LLM360: Towards Fully Transparent Open-Source LLMs Zhengzhong Liu Aurick Qiao W. Neiswanger Hongyi Wang Bowen Tan ... Zhiting Hu Mark Schulze Preslav Nakov Timothy Baldwin Eric P. Xing 36 68 0 11 Dec 2023
SmoothQuant+: Accurate and Efficient 4-bit Post-Training WeightQuantization for LLM Jiayi Pan Chengcan Wang Kaifu Zheng Yangguang Li Zhenyu Wang Bin Feng MQ 27 7 0 06 Dec 2023
Controlled Text Generation via Language Model Arithmetic Jasper Dekoninck Marc Fischer Luca Beurer-Kellner Martin Vechev 24 36 0 24 Nov 2023
PrivateLoRA For Efficient Privacy Preserving LLM Yiming Wang Yu Lin Xiaodong Zeng Guannan Zhang 32 11 0 23 Nov 2023
Transfer Attacks and Defenses for Large Language Models on Coding Tasks Chi Zhang Zifan Wang Ravi Mangal Matt Fredrikson Limin Jia Corina S. Pasareanu AAML SILM 17 1 0 22 Nov 2023
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 26 15 0 16 Nov 2023
Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models Keming Lu Hongyi Yuan Runji Lin Junyang Lin Zheng Yuan Chang Zhou Jingren Zhou MoE LRM 32 52 0 15 Nov 2023
Language Models can be Logical Solvers Jiazhan Feng Ruochen Xu Junheng Hao Hiteshi Sharma Yelong Shen Dongyan Zhao Weizhu Chen ReLM LRM ELM 31 22 0 10 Nov 2023