Llm Recommendation Systems Transformer Models

There are 25 llm recommendation systems models tracked. The highest-rated is liuqidong07/LLM-ESR at 42/100 with 49 stars.

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#	Model	Score	Tier	Stars	Language
1	liuqidong07/LLM-ESR [NeurIPS'24 Spotlight] The official implementation code of LLM-ESR.	42	Emerging	49	Python
2	westlake-repl/IDvs.MoRec End-to-end Training for Multimodal Recommendation Systems	42	Emerging	166	Python
3	amazon-science/AdaRec Adaptive Generative Recommendations with Large Language Models	41	Emerging	6	Jupyter Notebook
4	vicgalle/zero-shot-reward-models ZYN: Zero-Shot Reward Models with Yes-No Questions	40	Emerging	35	Python
5	sichunluo/RecRanker [TOIS'24] "RecRanker: Instruction Tuning Large Language Model as Ranker for...	35	Emerging	16	Python
6	liuqidong07/LEADER-pytorch [arXiv'24] The official implementation code of LEADER.	34	Emerging	43	Python
7	HKUDS/RecLM [ACL2025] "RecLM: Recommendation Instruction Tuning"	33	Emerging	109	Python
8	swapUniba/LaikaLLM A hub for training and evaluating LLMs, following the multitask paradigm, in...	31	Emerging	4	Python
9	liuqidong07/LLM4CDSR-pytorch [SIGIR'25] The official implementation code of LLM4CDSR	29	Experimental	5	Jupyter Notebook
10	sober-clever/ReRe The implementations of paper "Reinforced Preference Optimization for...	28	Experimental	17	Python
11	LehengTHU/AlphaRec [ICLR 2025 Oral 🏆] The implementation of paper "Language Representations Can...	28	Experimental	99	Python
12	Linxyhaha/DEALRec Data-efficient Fine-tuning for LLM-based Recommendation (SIGIR'24)	26	Experimental	39	Python
13	liuqidong07/Awesome-LLM-Enhanced-Recommender-Systems [KDD'25] Large Language Model Enhanced Recommender Systems: Methods,...	23	Experimental	115	—
14	mgokulkrish/LENR.ai Github Repo for Recommendation System using LLMs.	22	Experimental	2	Jupyter Notebook
15	Linxyhaha/TransRec Bridging Items and Language: A Transition Paradigm for Large Language...	18	Experimental	23	C++
16	tsinghua-fib-lab/PIGEON [ACL 2025 Findings] Open-Set Living Need Prediction with Large Language Models	15	Experimental	2	Python
17	RezaBN/A-LLMRecsys A-LLMRec is a PyTorch implementation of a KDD 2024 LLM-based recommender...	13	Experimental	—	Jupyter Notebook
18	guanwei49/SEAR Official Implementation of "SEAR: LLM-Powered Sequential Recommendation via...	13	Experimental	—	Python
19	RezaBN/LLM-Enhanced-RecSys This repository presents an implementation and analysis of a few-shot...	13	Experimental	—	Jupyter Notebook
20	sichunluo/LAMAR [ICASSP'24] "Large Language Models Augmented Rating Prediction in Recommender System"	12	Experimental	5	Python
21	yueqingliang1/TaxRec Code for paper"Taxonomy-Guided Zero-Shot Recommendations with LLMs".	12	Experimental	5	Jupyter Notebook
22	nickolat/LLMRec_reproducibility Reproducibility and benchmarking codes for the LLMRec paper.	12	Experimental	4	Python
23	Bluemming/Tri-fusion-mapping-algorithm 제12회 산업통상자원부 공공데이터 활용 아이디어 공모전 최우수상🏆 \| LLM 프롬프트 엔지니어링 \| 추천 시스템 \| 자연어 처리	11	Experimental	—	Jupyter Notebook
24	prgyn8/Refining-Spotify-Dataset-with-LLAMA3-70B Reclassifying Spotify tracks Explicity with LLAMA3-70B built using LangChain	11	Experimental	3	Jupyter Notebook
25	alokamgnaneswarasai/P5-finetuning This repository contains the implementation of recommendation systems...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

RecRanker and RecLM (35 vs 33)