大语言模型在自然语言处理领域表现出了非常客观的性能，我们需跟上步伐，积极拥抱大语言模型时代。目前业界每天都有大量的大语言模型相关的研究论文产出，本项目主要收集一些大模型相关的文章项目论文等，以方便学习。
| 论文 | 地址 | 项目 | 解读文章 |
|---|---|---|---|
| A Survey of Large Language Models | arxiv | github | 链接 |
| A Survey on Multimodal Large Language Models | arxiv | github | 链接 |
| The (R)Evolution of Multimodal Large Language Models: A Survey | arxiv | -- | -- |
| Large Language Models: A Survey | arxiv | -- | 链接 |
| Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey | arxiv | -- | -- |
| Scientific Large Language Models: A Survey on Biological & Chemical Domains | arxiv | githup | -- |
| Data Management For Large Language Models: A Survey | arxiv | githup | -- |
| If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents | arxiv | -- | -- |
| Large Language Models on Graphs: A Comprehensive Survey | arxiv | gitcode | -- |
| A Survey on Hardware Accelerators for Large Language Models | arxiv | -- | -- |
| A Survey on Multimodal Large Language Models for Autonomous Driving | arxiv | -- | -- |
| A Survey on Evaluation of Large Language Models | arxiv | -- | 链接 |
| Efficient Large Language Models: A Survey | arxiv | github | 链接 |
| Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey | arxiv | github | 链接 |
| The Rise and Potential of Large Language Model Based Agents: A Survey | arxiv | -- | 链接 |
| A Survey on Knowledge Distillation of Large Language Models | arxiv | github | 链接 |
| Large Language Models for Time Series: A Survey | arxiv | github | 链接 |
| MM-LLMs: Recent Advances in MultiModal Large Language Models | arxiv | github | 链接 |
| Continual Learning for Large Language Models: A Survey | arxiv | -- | 链接 |
| Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond | arxiv | -- | -- |
| Vision-Language Navigation with Embodied Intelligence: A Survey | arxiv | -- | -- |
| Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models | arxiv | github | 链接 |
| Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques | arxiv | -- | -- |
| How Can Recommender Systems Benefit from Large Language Models: A Survey | -- | -- | -- |
| A Survey on Large Language Models for Recommendation | -- | -- | -- |
| 论文 | 地址 |
|---|---|
| PALO: A Polyglot Large Multimodal Model for 5B People | arxiv |
| RelayAttention for Efficient Large Language Model Serving with Long System Prompts | arxiv |
| Identifying Multiple Personalities in Large Language Models with External Evaluation | arxiv |
| Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models | arxiv |
| Zero-shot cross-lingual transfer in instruction tuning of large language model | arxiv |
| DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large Language Models | arxiv |
| MT-Bench-101: A Fine-Grained Benchmark for Evaluating Large Language Models in Multi-Turn Dialogues | arxiv |
| Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation | arxiv |
| Efficient and Effective Vocabulary Expansion Towards Multilingual Large Language Models | arxiv |
| IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus | arxiv |
| Unveiling Linguistic Regions in Large Language Models | arxiv |
| UFO: a Unified and Flexible Framework for Evaluating Factuality of Large Language Models | arxiv |
| Visual Hallucinations of Multi-modal Large Language Models | arxiv |
| Is Cognition and Action Consistent or Not: Investigating Large Language Model's Personality | arxiv |
| Automating Psychological Hypothesis Generation with AI: Large Language Models Meet Causal Graph | arxiv |
| Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond | arxiv |
| LLM-DA: Data Augmentation via Large Language Models for Few-Shot Named Entity Recognition | arxiv |
| Improving Assessment of Tutoring Practices using Retrieval-Augmented Generation | arxiv |
| ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models | arxiv |
| Bayesian Off-Policy Evaluation and Learning for Large Action Spaces | arxiv |
| Automating Psychological Hypothesis Generation with AI: Large Language Models Meet Causal Graph | arxiv |
| From Large to Small Datasets: Size Generalization for Clustering Algorithm Selection | arxiv |
| Rule or Story, Which is a Better Commonsense Expression for Talking with Large Language Models? | arxiv |
| OpenTab: Advancing Large Language Models as Open-domain Table Reasoners | arxiv |
| Scalable and Provably Fair Exposure Control for Large-Scale Recommender Systems | arxiv |
| Small Language Model Is a Good Guide for Large Language Model in Chinese Entity Relation Extraction | arxiv |
| Enhancing Temporal Knowledge Graph Forecasting with Large Language Models via Chain-of-History Reasoning | arxiv |
| On the Tip of the Tongue: Analyzing Conceptual Representation in Large Language Models with Reverse-Dictionary Probe | arxiv |
| GenSERP: Large Language Models for Whole Page Presentation | arxiv |
| Mitigating Biases of Large Language Models in Stance Detection with Calibration | arxiv |
| Leveraging Large Language Models for Concept Graph Recovery and Question Answering in NLP Education | arxiv |
| TinyLLaVA: A Framework of Small-scale Large Multimodal Models | arxiv |
| Can Large Language Models Detect Misinformation in Scientific News Reporting? | arxiv |
| Enhancing Robotic Manipulation with AI Feedback from Multimodal Large Language Models | arxiv |
| FanOutQA: Multi-Hop, Multi-Document Question Answering for Large Language Models | arxiv |
| LexC-Gen: Generating Data for Extremely Low-Resource Languages with Large Language Models and Bilingual Lexicons | arxiv |
| On Large Visual Language Models for Medical Imaging Analysis: An Empirical Study | arxiv |
| MM-Soc: Benchmarking Multimodal Large Language Models in Social Media Platforms | arxiv |
| ModSRAM: Algorithm-Hardware Co-Design for Large Number Modular Multiplication in SRAM | arxiv |
| Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models | arxiv |
| Towards Understanding Counseling Conversations: Domain Knowledge and Large Language Models | arxiv |
| Learning to Reduce: Optimal Representations of Structured Data in Prompting Large Language Models | arxiv |
| Do Machines and Humans Focus on Similar Code? Exploring Explainability of Large Language Models in Code Summarization | arxiv |
| Bangla AI: A Framework for Machine Translation Utilizing Large Language Models for Ethnic Media | arxiv |
| arxiv | |
| arxiv | |
| arxiv |
| 项目 | 地址 |
|---|---|
| LLM-Agents-Papers | github |
| LLM-eval-survey | github |
| LLMSurvey | github |
| Awesome-Multimodal-Large-Language-Models | github |
| Scientific-LLM-Survey | github |
| data_management_LLM | github |
| Efficient-LLMs-Survey | github |
| peft | github |
| awesome-llm-list | github |
| Awesome-Knowledge-Distillation-of-LLMs | github |
| Awesome-AGI | github |
| awesome-llm-time-series | github |
| awesome-generative-ai-guide | github |
| LLMsNineStoryDemonTower | github |
| LLMs_interview_notes | github |
| LLM4Graph | github |
| GFMPapers | github |
| so-large-lm | github |
| SoraReview | github |
| 文章 | 地址 |
|---|---|
| 大语言模型的前世今生 | 链接 |
| 万字长文聊聊LLM Agents的现状，问题与未来 | 链接 |
| 奥创纪元：当推荐系统遇到大模型LLM | 链接 |