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Awesome-LLM4RS-Papers. Large Language Model-enhanced Recommender System Papers
★ 765RecMamba. Uncovering Selective State Space Model's Capabilities in Lifelong Sequential Recommendation
★ 35SSL4SR. [CCIR 2023] Self-supervised learning for Sequential Recommender Systems
★ 25On-the-User-Behavior-Leakage-from-Recommender-System-Exposure. [TOIS 2023] On the User Behavior Leakage from Recommender System Exposure
★ 19DebiasedSR_DRO. [WSDM 2024 Best Paper Honorable Mention] Debiasing Sequential Recommenders through Distributionally Robust Optimization over System Exposure
★ 16mini-tim. 山东大学软件学院2018级JAVA课程设计
★ 7DRO-reproduce. Python
★ 3TCL4Rec. Python
★ 3Travellog-for-android. android code
★ 2nancheng58.
★ 1offsetcrust. OffsetCrust: Variable-Radius Offset Approximation with Power Diagrams
★ 9RecLoop. Official code for "Do Generative Recommenders Deepen the Information Cocoon? A Closed-Loop Simulation with LLM-Powered Agents"
★ 10cc-switch. A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io
★ 116kOdysSim. Building Foundation Models for Human Behavior Simulation
★ 107genrec. GenRec: Generative Recommender Systems with RQ-VAE semantic IDs, Transformer-based retrieval, and LLM integration. Built on PyTorch with distributed training support.
★ 111agentic-interview. Python
★ 9SIGIR26-MDCNS. Python
★ 4WWW26-R2NS. WWW2026 Code
★ 3LaTeX-Workshop. Boost LaTeX typesetting efficiency with preview, compile, autocomplete, colorize, and more.
★ 12kNotion-Formula-Auto-Conversion-Tool. 这个脚本旨在简化从大型语言模型(如 GPT)复制到 Notion 的公式转换过程。默认情况下,Notion 需要手动将每个公式转换为内嵌或块级公式,而这个脚本可以自动完成这一繁琐的操作。
★ 118Edit-Banana. Edit Banana: A framework for converting statistical formats into editable.
★ 5.4kWritingAIPaper. Writing AI Conference Papers: A Handbook for Beginners
★ 3.9kLETTER. Learnable Item Tokenization for Generative Recommendation (Most Cited Paper at CIKM'24)
★ 180UniGRec. Official implementation of "UniGRec: Unified Generative Recommendation with Soft Identifiers for End-to-End Optimization"
★ 13Token-Weighted-Multi-Target-Learning-for-Generative-Recommenders-with-Curriculum-Learning. Repo for Paper titled "Token-Weighted Multi-Target Learning for Generative Recommenders with Curriculum Learning.""
★ 6happyclaw. happy happy happyclaw~
★ 759Sparse-vLLM. A sparse-first inference engine (sparsevllm). It also contains DeltaKV compressor training + evaluation tooling (deltakv).
★ 62nanobot. Lightweight, open-source AI agent for your tools, chats, and workflows.
★ 45kPaper2Any. Turn paper/text/topic into editable research figures, technical route diagrams, and presentation slides.
★ 2.7kStep-3.5-Flash. Fast, Sharp & Reliable Agentic Intelligence
★ 2.1kRePlay. A Comprehensive Framework for Building End-to-End Recommendation Systems with State-of-the-Art Models
★ 406OpenOneRec. An Open Foundation Model and Benchmark to Accelerate Generative Recommendation
★ 864Awesome-scientific-idea-generation. A curated list of papers on LLM-driven scientific idea generation.
★ 7auto-invoice. TypeScript
★ 7gelab-zero. STEP-GUI: The top GUI agent solution in the galaxy. Developed by the StepFun-GELab team and powered by StepFun’s cutting-edge research capabilities.
★ 2.2kDeep-Research-Survey. A Systematic Survey of Deep Research
★ 318OmniScientist.
★ 153DEALRec. Data-efficient Fine-tuning for LLM-based Recommendation (SIGIR'24)
★ 40IR-Benchmark. A unified, extensible, and reproducible benchmark for collaborative filtering (CF) research.
★ 29OneRec-Think. Python
★ 272RecBench. Benchmarking Recommendation Abilities for Large Language Models
★ 36MiniOneRec. Minimal reproduction of OneRec
★ 1.7kliger. This repo contains the codebase for the paper "Unifying Generative and Dense Retrieval for Sequential Recommendation".
★ 39GRID. GRID: Generative Recommendation with Semantic IDs
★ 714learn_to_memorize. The official repository of paper "Learn to Memorize: Optimizing LLM-based Agents with Adaptive Memory Framework".
★ 18TIGER. [Pytorch] Unofficial Implementation of "Recommender Systems with Generative Retrieval"
★ 244Awesome-Generative-Recommendation. Awesome Generative Recommendation papers primarily focused on industry-level applications.
★ 223learn-claude-code. Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1
★ 71khappy-llm. 📚 从零开始构建大模型
★ 32kEasySeqRec. 6 Baselines are enough!
★ 5RQ-VAE-Recommender. [Pytorch] Generative retrieval model using semantic IDs from "Recommender Systems with Generative Retrieval"
★ 823YuLan-OneSim. Python
★ 228OmniKV. Dynamic Context Selection for Efficient Long-Context LLMs
★ 63LowRankClone. [NeurIPS 2025 Spotlight] A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone.
★ 48ReSN. Python
★ 4CaseRec. Python
★ 9ChinaTextbook. 所有小初高、大学PDF教材。
★ 76kawesome-generative-recommendation. Awesome things about generative recommendation models.
★ 112Awesome-Marp. 🤙 Easy replacement for LaTeX Beamer! 🥂 custom Marp templates with a selection of over a dozen themes
★ 1kmarp. The entrance repository of Markdown presentation ecosystem
★ 12kconstrained-generation-in-gr. [SIGIR 2025] Constrained Auto-Regressive Decoding Constrains Generative Retrieval
★ 4dynamicGR. Python
★ 5EVOKE. [ICLR 2025 Spotlight] Uncovering Overfitting in Large Language Model Editing
★ 7Overleaf-Bib-Helper. Enhances Overleaf by allowing article searches and BibTeX retrieval from DBLP and Google Scholar | 通过允许从 DBLP 和 Google Scholar 进行文章搜索和获取 BibTeX 来增强 Overleaf。
★ 127TTA4SR. Official source code for SIGIR 2025 paper: Data Augmentation as Free Lunch: Exploring the Test-Time Augmentation for Sequential Recommendation
★ 19EXHANS. Exploration and Exploitation of Hard Negative Samples for Cross-Domain Sequential Recommendation(WSDM 2025)
★ 1Light-R1. Python
★ 763tool-retrieval-benchmark. Official code for ACL2025 "🔍 Retrieval Models Aren’t Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models"
★ 212Awesome-System2-Reasoning-LLM. Latest Advances on System-2 Reasoning
★ 1.4kSearch-R1. Search-R1: An Efficient, Scalable RL Training Framework for Reasoning & Search Engine Calling interleaved LLM based on veRL
★ 5.1kSlow_Thinking_with_LLMs. A series of technical report on Slow Thinking with LLM
★ 766MemEngine. A Comprehensive Library for Memory of LLM-based Agents.
★ 113open-r1. Fully open reproduction of DeepSeek-R1
★ 26kDeepSeekAI. Browser extension for invoking the DeepSeek AI large model.
★ 405ColaRec. Content-Based Collaborative Generation for Recommender Systems (CIKM 2024)
★ 32OpenRLHF. An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & VLM & TIS & vLLM & Ray & Async RL)
★ 9.8kAcDisplaySwitch. A Powershell script that automatically disable/enables graphic cards when AC power changes. 一个切换电源时自动启用/禁用独显的Powershell脚本
★ 1BERT_PretrainData_Classifier. A toolkit for classifying and organizing pretraining datasets using BERT. Efficiently categorize pretraining data to optimize model performance. Supports customizable pipelines and extensible architecture for diverse dataset types.
★ 1GenSim. [NAACL 2025 Demo Track] GenSim: A General Social Simulation Platform with Large Language Model based Agents
★ 86ProX. [ICML 2025] Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale
★ 270ArxivDigest. ArXiv Digest and Personalized Recommendations using Large Language Models
★ 444ProphetNet. A research project for natural language generation, containing the official implementations by MSRA NLC team.
★ 747llmdocparser. A package for parsing PDFs and analyzing their content using LLMs.
★ 269Yulan-GARDEN. Official Repository for SIGIR2024 Demo Paper "An Integrated Data Processing Framework for Pretraining Foundation Models"
★ 87Mamba_State_Space_Model_Paper_List. [Mamba-Survey-2024] Paper list for State-Space-Model/Mamba and it's Applications
★ 752BERT-Easy-Tutorial. Spend minimum time, learn maximum BERT !
★ 5GLAME. [EMNLP 2024] Knowledge Graph Enhanced Large Language Model Editing
★ 16Agent-FLAN. [ACL2024 Findings] Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models
★ 361R-Tuning. [NAACL 2024 Outstanding Paper] Source code for the NAACL 2024 paper entitled "R-Tuning: Instructing Large Language Models to Say 'I Don't Know'"
★ 137AutoIF. Python
★ 335InsTag. InsTag: A Tool for Data Analysis in LLM Supervised Fine-tuning
★ 287ComplexBench. Benchmarking Complex Instruction-Following with Multiple Constraints Composition (NeurIPS 2024 Datasets and Benchmarks Track)
★ 102Awesome-Robustness-in-Information-Retrieval. A curated list of awesome papers related to adversarial attacks and defenses for information retrieval. If I missed any papers, feel free to open a PR to include them! And any feedback and contributions are welcome!
★ 220ttt-lm-pytorch. Official PyTorch implementation of Learning to (Learn at Test Time): RNNs with Expressive Hidden States
★ 1.4kToolBench. [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
★ 5.7kT-Eval. [ACL2024] T-Eval: Evaluating Tool Utilization Capability of Large Language Models Step by Step
★ 312RabbitBAM. Ultra-fast I/O framework for BAM files
★ 6DataGen. [ICLR'25] DataGen: Unified Synthetic Dataset Generation via Large Language Models
★ 69AutoDetect. Official github repo for AutoDetect, an automated weakness detection framework for LLMs.
★ 46DataDreamer. DataDreamer: Prompt. Generate Synthetic Data. Train & Align Models. 🤖💤
★ 1.1kDA-CL-4Rec. Official repository for TKDE 2026 paper: Data Augmentation for Sequential Recommendation: A Survey
★ 434persona-hub. Official repo for the paper "Scaling Synthetic Data Creation with 1,000,000,000 Personas"
★ 1.6kMEFT. Python
★ 22LongAlign. [EMNLP 2024] LongAlign: A Recipe for Long Context Alignment of LLMs
★ 261llama3-Chinese-chat. Llama3-中文后训练版
★ 4.1kUltraEval. [ACL 2024 Demo] Official GitHub repo for UltraEval: An open source framework for evaluating foundation models.
★ 256RecMamba. Uncovering Selective State Space Model's Capabilities in Lifelong Sequential Recommendation
★ 35awesome-language-model-analysis. This paper list focuses on the theoretical and empirical analysis of language models, especially large language models (LLMs). The papers in this list investigate the learning behavior, generalization ability, and other properties of language models through theoretical analysis, empirical analysis, or a combination of both.
★ 100Awesome-Mamba-Papers. Awesome Papers related to Mamba.
★ 1.4klearning_research. 本人的科研经验
★ 13kruozhiba.
★ 755Recommendation-paper-daily. 🎓Automatically Update Recommendation Papers Daily using Github Actions (Update Every 12th hours)
★ 145GR-as-MVDR. [SIGIR'24] Generative Retrieval as Multi-Vector Dense Retrieval
★ 36LLM-UM-Reading. A list of large language models for user modeling (LLM-UM) papers, based on "User Modeling in the Era of Large Language Models: Current Research and Future Directions" at DEBULL
★ 152chinese-llm-benchmark. 非线智能 NoneLinear - ReLE评测:中文AI大模型能力评测(持续更新):目前已囊括374个大模型,覆盖chatgpt、gpt-5.4、谷歌gemini-3.1-pro、Claude-4.6、文心ERNIE-X1.1、ERNIE-5.0、qwen3.6-max、qwen3.6-plus、百川、讯飞星火、商汤senseChat等商用模型, 以及step3.5-flash、kimi-k2.6、ernie4.5、MiniMax-M2.7、deepseek-v4、Qwen3.6、llama4、智谱GLM-5.1、MiMo-V2、LongCat、gemma4、mistral等开源大模型。不仅提供排行榜,也提供规模超200万的大模型缺陷库!方便广大社区研究分析、改进大模型。
★ 6.3kQwen3. Qwen3 is the large language model series developed by Qwen team, Alibaba Cloud.
★ 27kskill-it. Skill-It! A Data-Driven Skills Framework for Understanding and Training Language Models
★ 48Cherry_LLM. [NAACL'24] Self-data filtering of LLM instruction-tuning data using a novel perplexity-based difficulty score, without using any other models
★ 415Orion. Orion-14B is a family of models includes a 14B foundation LLM, and a series of models: a chat model, a long context model, a quantized model, a RAG fine-tuned model, and an Agent fine-tuned model. Orion-14B 系列模型包括一个具有140亿参数的多语言基座大模型以及一系列相关的衍生模型,包括对话模型,长文本模型,量化模型,RAG微调模型,Agent微调模型等。
★ 811RWKV-LM. RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and free sentence embedding.
★ 15kTelechat. Python
★ 1.9kmistral-inference. Official inference library for Mistral models
★ 11kzoology. Understand and test language model architectures on synthetic tasks.
★ 277flash-linear-attention. 🚀 Efficient implementations for emerging model architectures
★ 5.3kmamba. Mamba SSM architecture
★ 19kawesome-transformer-nlp. A curated list of NLP resources focused on Transformer networks, attention mechanism, GPT, BERT, ChatGPT, LLMs, and transfer learning.
★ 1.1kmergekit. Tools for merging pretrained large language models.
★ 7.2kx-transformers. A concise but complete full-attention transformer with a set of promising experimental features from various papers
★ 5.9kEfficient-LLMs-Survey. [TMLR 2024] Efficient Large Language Models: A Survey
★ 1.3kAwesome-Reasoning-Foundation-Models. ✨✨Latest Papers and Benchmarks in Reasoning with Foundation Models
★ 657Awesome-LLM4IE-Papers. Awesome papers about generative Information Extraction (IE) using Large Language Models (LLMs)
★ 1.1kunilm. Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
★ 22kAwesome-LLM-RAG. Awesome-LLM-RAG: a curated list of advanced retrieval augmented generation (RAG) in Large Language Models
★ 1.3kDebiasedSR_DRO. [WSDM 2024 Best Paper Honorable Mention] Debiasing Sequential Recommenders through Distributionally Robust Optimization over System Exposure
★ 16InfiniteBench. Codes for the paper "∞Bench: Extending Long Context Evaluation Beyond 100K Tokens": https://arxiv.org/abs/2402.13718
★ 387LLM-Sequential-Recommendation. All code necessary for reproducing the "Improving Sequential Recommendation with LLMs" and "Leveraging Large Language Models for Sequential Recommendation" papers.
★ 122WanJuan1.0. 万卷1.0多模态语料
★ 574BELLE. BELLE: Be Everyone's Large Language model Engine(开源中文对话大模型)
★ 8.3kFlagEmbedding. Retrieval and Retrieval-augmented LLMs
★ 12kBlueLM. BlueLM(蓝心大模型): Open large language models developed by vivo AI Lab
★ 939Multi-Agent-Papers. The awesome agents in the era of large language models
★ 71UsfUtils. An open-source universal toolkit
★ 6How-to-PhD. A collection of resources and information for concrete skills that are helpful when pursuing a PhD in computer science (specifically in ML/AI or related disciplines)
★ 23LLM4Rec. (WWW'24 + LinkedIn) The first RS that tightly combines LLM with ID-based RS
★ 174doremi. Pytorch implementation of DoReMi, a method for optimizing the data mixture weights in language modeling datasets
★ 356M3KE. A Massive Multi-Level Multi-Subject Knowledge Evaluation benchmark
★ 106XiezhiBenchmark. Python
★ 98Yi. A series of large language models trained from scratch by developers @01-ai
★ 7.8kSkywork. Skywork series models are pre-trained on 3.2TB of high-quality multilingual (mainly Chinese and English) and code data. We have open-sourced the model, training data, evaluation data, evaluation methods, etc.
★ 1.5kChatGLM3. ChatGLM3 series: Open Bilingual Chat LLMs | 开源双语对话语言模型
★ 14kAwesome-LM4TS.
★ 3nlp_chinese_corpus. 大规模中文自然语言处理语料 Large Scale Chinese Corpus for NLP
★ 9.9kAgent4Rec. [SIGIR 2024 perspective] The implementation of paper "On Generative Agents in Recommendation"
★ 491NEFTune. Official repository of NEFTune: Noisy Embeddings Improves Instruction Finetuning
★ 412openreview-visualization. OpenReivew Submission Visualization (ICLR 2024/2025)
★ 153MetaShift. MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts (ICLR 2022)
★ 110MicroLens. A Large Short-video Recommendation Dataset with Raw Text/Audio/Image/Videos (Talk Invited by DeepMind).
★ 286Xwin-LM. Xwin-LM: Powerful, Stable, and Reproducible LLM Alignment
★ 1kacad-homepage.github.io. AcadHomepage: A Modern and Responsive Academic Personal Homepage
★ 2.8kLlamaFactory. Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
★ 73kQwen. The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.
★ 21kNineRec. Multimodal Dataset and Benchmark for Multi-domain and Cross-domain Recommendation System
★ 108PixelRec. A Large-scale Multimodal Dataset for recommender System
★ 188MultiModal_BigModels_Survey. [MIR-2023-Survey] A continuously updated paper list for multi-modal pre-trained big models
★ 291NExT-GPT. Code and models for ICML 2024 paper, NExT-GPT: Any-to-Any Multimodal Large Language Model
★ 3.6kAwesome-Multimodal-Large-Language-Models. :sparkles::sparkles:Latest Advances on Multimodal Large Language Models
★ 18kODUpdate. Codes for paper 'Towards Communication-Efficient Model Updating for On-Device Session-Based Recommendation' accepted by CIKM'23.
★ 3fuzi.mingcha. 夫子•明察司法大模型是由山东大学、浪潮云、中国政法大学联合研发,以 ChatGLM 为大模型底座,基于海量中文无监督司法语料与有监督司法微调数据训练的中文司法大模型。该模型支持法条检索、案例分析、三段论推理判决以及司法对话等功能,旨在为用户提供全方位、高精准的法律咨询与解答服务。
★ 387chatgpt-review-rebuttal-extension. ChatGPT - Review & Rebuttal: A browser extension for generating reviews and rebuttals, powered by ChatGPT. 利用 ChatGPT 生成审稿意见和回复的浏览器插件
★ 256LLMRec. Python
★ 63LLM4IR-Survey. This is the repo for the survey of LLM4IR.
★ 539BMPrinciples. A collection of phenomenons observed during the scaling of big foundation models, which may be developed into consensus, principles, or laws in the future
★ 284SSLRec. [WSDM'2024 Oral] "SSLRec: A Self-Supervised Learning Framework for Recommendation"
★ 565Awesome-LLM-Watermark. UP-TO-DATE LLM Watermark paper. 🔥🔥🔥
★ 376FedLoKe. source code for "Non-IID always Bad? Semi-Supervised Heterogeneous Federated Learning with Local Knowledge Enhancement".
★ 7AgentBench. A Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)
★ 3.6kfactool. FacTool: Factuality Detection in Generative AI
★ 934awesome-llm-powered-agent. Awesome things about LLM-powered agents. Papers / Repos / Blogs / ...
★ 2.3kCodeGeeX2. CodeGeeX2: A More Powerful Multilingual Code Generation Model
★ 7.5kllama. Inference code for Llama models
★ 60kInternLM. Official release of InternLM series (InternLM, InternLM2, InternLM2.5, InternLM3).
★ 7.2kRecformer. Codebase for KDD 2023 paper, Text Is All You Need: Learning Language Representations for Sequential Recommendation
★ 63Baichuan-13B. A 13B large language model developed by Baichuan Intelligent Technology
★ 2.9kRecAlign. Chrome extension to filter your feed with LLM according to an explicitly stated and user-editable preference.
★ 256Recommendation-Systems-without-Explicit-ID-Features-A-Literature-Review. Paper List of Pre-trained Foundation Recommender Models
★ 367KG-LLM-Papers. [Paper List] Papers integrating knowledge graphs (KGs) and large language models (LLMs)
★ 2.2kAwesome-LLM-for-RecSys. Survey: A collection of AWESOME papers and resources on the large language model (LLM) related recommender system topics.
★ 1.5kYuLan-Rec. Python
★ 412up. An advanced guide which might benefit you a lot 🎉 . 人生进阶指南 离谱的人生 离谱的英语学习指南/英语学习教程/英语学习/学英语
★ 56kJDsearch. JDsearch: A Personalized Product Search Dataset with Real Queries and Full Interactions
★ 46GRAM. Official PyTorch implementation of GRAM [NAACL 2022 Main, Oral]
★ 12KuaiSAR. This repository has been redirected into https://kuaisar.github.io/.
★ 11easy_mindspore_bk. Python
★ 18cybertron-ai. mindspore implementation of transformers
★ 69Awesome-Generative-RecSys. A curated list of Generative Recommender Systems (Paper & Code)
★ 466awesome-pretrained-models-for-information-retrieval. A curated list of awesome papers related to pre-trained models for information retrieval (a.k.a., pretraining for IR).
★ 677UMSE. Code for ACL 2023 findings paper "UMSE: Unified Multi-scenario Summarization Evaluation"
★ 8awesome-generative-information-retrieval.
★ 725LLM4Rec-Awesome-Papers. A list of awesome papers and resources of recommender system on large language model (LLM).
★ 2.3kFLAN. Python
★ 1.6kLLMRank. [ECIR'24] Implementation of "Large Language Models are Zero-Shot Rankers for Recommender Systems"
★ 323llmtools. Finetuning Large Language Models on One Consumer GPU in 2 Bits
★ 731RL4RS. A Real-World Benchmark for Reinforcement Learning based Recommender System
★ 236Awesome-LLM4RS-Papers. Large Language Model-enhanced Recommender System Papers
★ 765On-the-User-Behavior-Leakage-from-Recommender-System-Exposure. [TOIS 2023] On the User Behavior Leakage from Recommender System Exposure
★ 19research-method. 论文写作与资料分享
★ 3.2kautomated-interpretability. Python
★ 1.1kEMKD. Implementation of the paper "Ensemble Modeling with Contrastive Knowledge Distillation for Sequential Recommendation".
★ 8TALLRec. Python
★ 283zotero-gpt. GPT Meet Zotero.
★ 7.3k