LLM Fine-Tuning Frameworks Prompt Engineering Tools

Tools and projects for fine-tuning LLMs on custom datasets for specialized tasks (code, biomedical, multilingual, bug detection, etc.). Does NOT include prompt engineering without model training, inference optimization, or general LLM deployment.

There are 105 llm fine-tuning frameworks tools tracked. The highest-rated is ShiZhengyan/PowerfulPromptFT at 44/100 with 76 stars.

Get all 105 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=prompt-engineering&subcategory=llm-fine-tuning-frameworks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	ShiZhengyan/PowerfulPromptFT [NeurIPS 2023 Main Track] This is the repository for the paper titled "Don’t...	44	Emerging	76	Python
2	OpenDriveLab/DriveLM [ECCV 2024 Oral] DriveLM: Driving with Graph Visual Question Answering	44	Emerging	1,263	HTML
3	MILVLG/prophet Implementation of CVPR 2023 paper "Prompting Large Language Models with...	43	Emerging	279	Python
4	deepankar27/Prompt_Organizer Managed Prompt Engineering	37	Emerging	18	HTML
5	mala-lab/NegPrompt The official implementation of CVPR 24' Paper "Learning Transferable...	36	Emerging	61	Python
6	iamrk04/LLM-Solutions-Playbook Unlock the potential of AI-driven solutions and delve into the world of...	35	Emerging	6	Jupyter Notebook
7	hrishikeshrt/LLM-Graph-Repair Code for Paper Submitted in GRADES-NDA 2025	34	Emerging	2	Python
8	equinor/llm-engineering-101 Getting started with prompting and engineering with LLMs	34	Emerging	5	Jupyter Notebook
9	JindongGu/Awesome-Prompting-on-Vision-Language-Model This repo lists relevant papers summarized in our survey paper: A...	33	Emerging	509	—
10	cambridgeltl/prompt4bli On Bilingual Lexicon Induction with Large Language Models (EMNLP 2023)....	33	Emerging	11	Python
11	schrodingho/FM_ZSL_IoT Source Code for ECAI 2024 Paper "Leveraging Foundation Models for Zero-Shot...	32	Emerging	15	Python
12	MahtaFetrat/LLM-Powered-G2P Code and Resources for "LLM-Powered Grapheme-to-Phoneme Conversion:...	32	Emerging	20	Jupyter Notebook
13	hpc203/GroundingDINO-onnxrun 使用onnxruntime部署GroundingDINO开放世界目标检测，包含C++和Python两个版本的程序	31	Emerging	82	Python
14	ChenZiHong-Gavin/Polish-Your-Prompt Make anyone master of prompt engineering.	30	Emerging	10	Python
15	hucebot/words2contact Official implementation of "Words2Contact: Identifying Support Contacts from...	30	Emerging	6	Python
16	ksm26/Prompt-Engineering-with-Llama-2 The course provides guidance on best practices for prompting and building...	30	Emerging	14	Jupyter Notebook
17	ga642381/SpeechPrompt-v2 《SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks》Speech...	29	Experimental	81	Python
18	Zoher15/Zero-shot-PGT Code for Prefilled responses enhance zero-shot detection of AI-generated images	29	Experimental	5	Python
19	wzy6642/ProCo Official implementation for "Large Language Models Can Self-Correct with Key...	29	Experimental	7	Python
20	VijayV28/Prompt-Classification Exploring and evaluating different methods for accurate prompt...	29	Experimental	1	Jupyter Notebook
21	ksm26/Prompt-Engineering-for-Vision-Models Enhance your skills in prompt engineering for vision models. Learn to...	28	Experimental	9	Jupyter Notebook
22	KazKozDev/deepchain-refinement Python-based system that automatically applies refinement techniques to LLM...	28	Experimental	3	Python
23	aekpalakorn/occupation-classification-career-mobility Source code for the data analysis and models, including the FewSOC prompting...	28	Experimental	3	Jupyter Notebook
24	purang2/prompting-nlp About, prompt-based few-shot learning, Text Generation with Prompting	27	Experimental	13	Jupyter Notebook
25	YuxingLu613/Prompt-NER-Chinese Apply prompt learning in Chinese NER tasks	27	Experimental	13	—
26	rabiulcste/vqazero visual question answering prompting recipes for large vision-language models	27	Experimental	28	Python
27	xingbpshen/prompt4trust [ICCV 2025 CVAMD] The official implementation of the paper "Prompt4Trust: A...	27	Experimental	14	Python
28	navidadkhah/Advanced-Bug-Detection-and-Fixing-Using-Fine-Tuned-LLM Bug detection and fixing using prompt engineering and fine-tuning with Llama...	27	Experimental	12	Jupyter Notebook
29	godaai/llm-table-survey Resources on Large Language Models for Table Processing	26	Experimental	110	—
30	mddunlap924/PII-Detection Personal Identifiable Information (PII) entity detection and performance...	26	Experimental	36	Python
31	MilaNLProc/prompting_hate_speech Zero-Shot Hate Speech classification using prompting. Published at the WOAH...	26	Experimental	6	Python
32	adaminsky/nesy_prompting Code for constructing and evaluating neuro-symbolic prompting methods. Used...	24	Experimental	3	Python
33	mmxxtdmk/comprehension Natural Language Programming adds comprehension to context. Interactive...	22	Experimental	1	Jupyter Notebook
34	inFaaa/Evolver [COLING 2025🔥] Evolver: Chain-of-Evolution Prompting to Boost Large...	22	Experimental	17	Python
35	mewmix/llama-index-flask-demo A Flask Server Demo Application showing off some llama-index LLM prompt...	22	Experimental	22	Python
36	ArthurMangussi/LLMsImputation Large Language Models for Data Imputation: A prompt engineering approach	22	Experimental	—	Python
37	YipingNUS/scratchplot-story-generation Plot Writing From Pre-Trained Language Models (INLG 2022) [code+data]	21	Experimental	9	Python
38	guy1998/1998-prompts Fine tuned LLaMA model for prompt enhancing	21	Experimental	5	Jupyter Notebook
39	Waqas01CP/Applied-LLM-Workflow-Research A practical portfolio and meta-analysis of advanced prompt engineering. This...	21	Experimental	—	Python
40	jcarterlab/Targeted-News-Monitoring-Pipeline A news analysis pipeline that uses an LLM to decide which stories to scrape...	21	Experimental	—	Python
41	emtinanseo/Prompt-Engineering Strategies to generate prompts for Large Language Models for web pages...	19	Experimental	3	Jupyter Notebook
42	wangxu0820/NegativePrompt The official GitHub page for paper "NegativePrompt: Leveraging Psychology...	19	Experimental	25	Python
43	our0boros/MERO A training-free multimodal retrieval framework that optimizes frozen...	19	Experimental	—	Python
44	TomiToivio/LaclauGPT-Multimodal-Analysis LaclauGPT scripts for multimodal analysis of EP2024 social media videos....	19	Experimental	2	Python
45	hewei2001/Self-Demos [NAACL 2024] Self-Demos: Eliciting Out-of-Demonstration Generalizability in...	19	Experimental	4	Jupyter Notebook
46	wzy6642/StepCo Official implementation for "Enhancing Mathematical Reasoning in LLMs by...	18	Experimental	7	Python
47	Ilia-Buralkin/SoM-Plus SoM+: Augmenting Set-of-Mark prompting annotations to produce semantic...	18	Experimental	1	Jupyter Notebook
48	utkarsh-deployes/fossee-screening-task-2025 Submission for FOSSEE Semester-Long Internship (Autumn 2025) – Python...	18	Experimental	1	—
49	stefanshipinkoski/dynamic-few-shot-prompting-blog-post Dynamic Few-Shot Prompting for Customer Support AI Agents A practical...	18	Experimental	2	Python
50	ajuliettet/topic_modeling_Disney_reviews Topic modeling for Disney reviews using HDBSCAN, Laten Dirichlet...	17	Experimental	1	HTML
51	UmmeKulsumTumpa/alzheimers-dementia-reddit-analysis A reproducible pipeline for analyzing Alzheimer’s and Dementia discussions...	17	Experimental	—	Jupyter Notebook
52	HamBa-m/socio-eco-stress Workshop about LLMs: predicting social unrest and economic crises by...	17	Experimental	—	Jupyter Notebook
53	camescopetech/NLP-classification LLM-based disease classification from symptom text descriptions using prompt...	17	Experimental	1	Jupyter Notebook
54	robertmcgehee/physics-haiku-bot A physics haiku bot built to explore generated dataset curation, prompt...	17	Experimental	2	Jupyter Notebook
55	Nid989/Isometric-Multi-task-NMT Official repository for the paper; HMIST: Hierarchical Multilingual...	17	Experimental	1	Jupyter Notebook
56	Mahmood-Anaam/arabic-visual-question-answering Modular and extensible framework for Arabic Visual Question Answering (VQA)...	17	Experimental	1	Jupyter Notebook
57	Sven72/fun_with_llms Using LLMs to to do silly things. Because we are not more human than human...	17	Experimental	1	Jupyter Notebook
58	chirindaopensource/forecasting_macroeconomic_scenarios_synthetic_llm_personas End-to-End Python replication of Iadisernia & Camassa’s LLM macroeconomic...	17	Experimental	—	Jupyter Notebook
59	cent664/LLMWM Implementation of 'Watermarking Language Models through Language Models'	17	Experimental	—	Jupyter Notebook
60	Nilu0309/tad-archives-classifier TaD Archives Classifier is a Natural Language Processing (NLP) project...	17	Experimental	—	Python
61	dheerajanikar/PromptOptimization_v1 AWS Gen-AI Loft hackathon code	15	Experimental	—	Jupyter Notebook
62	SufyanDanish/VLM-Survey- A comprehensive survey of Vision–Language Models: Pretrained models,...	15	Experimental	9	—
63	labouz/destigma Experiments to de-stigmatize language used against people who use drugs....	15	Experimental	—	Jupyter Notebook
64	gdorsi44/sentiment-analysis-with-LLM The project demonstrates an example of how to use a supervised learning task...	14	Experimental	17	Python
65	Technocrat-dev/Driver-Scene Automated VLM pipeline for structured driving scene descriptions from...	14	Experimental	1	Python
66	ndl12ben/MMI_Algorithmen_WS25_26 This is a Seminar Paper for the course "MMI_Algorithmen" at the University...	14	Experimental	—	Jupyter Notebook
67	Surya2004-janardhan/Structured-Output-Fine-Tuning-Train-Llama-3.2-for-Reliable-JSON-Extraction-with-LlamaFactory This repository documents the process of fine-tuning a Llama 3.2 3B Instruct...	14	Experimental	—	—
68	zatchbell1311-wq/Sparse-Semantic-Patch-Memory-SSPM-Proof-of-Concept- The repository accompanies the SSPM research preprint and includes a Google...	14	Experimental	—	Jupyter Notebook
69	stefanieversace/case-study.md Experiments with prompt engineering to extract structured insights from...	14	Experimental	—	—
70	Chengyuli33/biography-parser-text-generation ✍️ Fine-tuned NLP system for Wiki bio parsing and sci-fi story generation,...	13	Experimental	—	Jupyter Notebook
71	bffels/argument-mining Investigating the Impact of Prompt Engineering on LLMs in Argument Mining	13	Experimental	—	Jupyter Notebook
72	yuu0223/KG-Prompting-Based-on-DCSR This is my master’s thesis at National Chengchi University (NCCU). We...	13	Experimental	—	Jupyter Notebook
73	thomaslaner/AiDrivenKeywordExtractionTagGeneration LLM-powered pipeline for extracting entities and generating tags from...	13	Experimental	—	Jupyter Notebook
74	erictracc/ITEC6240M-A2-LLM-EXPERIMENT Sentiment analysis experiment comparing zero-shot and few-shot prompt...	13	Experimental	—	Jupyter Notebook
75	cauchyschwarz192837/domain-adaptive-vehicle-recognition End-to-End Night-Robust Vehicle Recognition Pipeline via GAN-Based Domain...	13	Experimental	—	Python
76	zedsharifi/tone-transformer-llm An exploration of text tone transformation using offline LLMs, powered by a...	13	Experimental	—	Python
77	AnnaVerbytska/Text-Simplification-MT-TTS Multiligual Machine Translation & Text Simplification on democracy with LLM...	13	Experimental	—	Jupyter Notebook
78	ShimaN19/Facial__Attributes Fine‑tuned CLIP‑based VLM for few‑shot facial attribute classification on...	13	Experimental	—	Jupyter Notebook
79	constantjxyz/PromptLink PromptLink: Leveraging Large Language Models for Cross-Source Biomedical...	13	Experimental	10	Python
80	KANSADWALA/Zero-Shot-Image-Classification This research investigates the impact of prompt engineering and image...	13	Experimental	2	Python
81	Mqtth3w/master-thesis-mbda-unipr Enhancing Fault Isolation in Hardware Systems Using Large Language Models...	13	Experimental	—	Python
82	Xachchchch/llm-fine-tuning Training a lightweight TinyLLaMA model with LoRA adapters on a dataset of...	13	Experimental	—	Jupyter Notebook
83	rb81/prompts A few experiments in Prompt Engineering demonstrating various possibilities...	13	Experimental	—	—
84	denev6/Bias-A-Thon ⚖️ LLM Bias Mitigation using Prompt Engineering in Korean	12	Experimental	—	Jupyter Notebook
85	DonyaSheykhi/LLM-PromptLab A lightweight lab for designing, running, and benchmarking zero-shot &...	12	Experimental	1	Python
86	youssef-hariri/LLM-Creativity Data, prompts, and analysis results for the research paper: "Measuring and...	12	Experimental	1	—
87	Hiroki39/Noisy-Exemplars-Make-Large-Language-Models-More-Robust NYU DS-GA 3001-003 Final Project	12	Experimental	5	Python
88	AmirLayegh/REA_Prompting Implementation of REA Prompting for Generative Relation Extraction with LLMs	11	Experimental	3	Python
89	heydibyendu/LLaMA2-Duels How do different prompts influence the performance of large language models?	11	Experimental	—	Jupyter Notebook
90	hassanzadehmahdi/Text-Classification-with-Prompt-Based-LLM Using the Group News 20 dataset, this project employs the microsoft/phi1.5...	11	Experimental	—	Jupyter Notebook
91	thepanlab/smoking_cessation_intervention_messages Scripts for paper "Towards AI-Driven Healthcare: Systematic Optimization,...	11	Experimental	—	Jupyter Notebook
92	honghanhh/terminology2024 Do Large-scale Language Models Eliminate the Need for Domain-Specificity in...	11	Experimental	—	Jupyter Notebook
93	SudarshanaSRao/CSCI-499_LMs-in-NLP_USC USC graduate level Language Models in NLP course	11	Experimental	—	Jupyter Notebook
94	Negin-Hadad/llama-sentiment-analysis Sentiment classification using TinyLlama prompt engineering compared with a...	11	Experimental	—	Jupyter Notebook
95	ZerksisMistry/Project_GPT-3.5_LLM Explanation and Game – Play Capabilities of Modern AI and Large Language...	11	Experimental	—	Jupyter Notebook
96	Mobiwn/RMP 📊 A comprehensive repository of my personally crafted presentations and...	11	Experimental	—	—
97	LuCazzola/TTA_DL-Project University project based on implementing a Test Time Adaptation (TTA)...	11	Experimental	—	Jupyter Notebook
98	kraftpunk97/LLMs-with-SageMaker A project meant to give insights into Prompt Engineering by deploying an LLM...	11	Experimental	—	Jupyter Notebook
99	intsystems/Prompting-model-for-LLM Research project for course "Creation of intelligent systems"	11	Experimental	—	Jupyter Notebook
100	Jigisha-p/Question-Answering-with-Embedded-Context In this project text embedding is used to convert a set of text information...	10	Experimental	2	Jupyter Notebook
101	renabracha/nlu_design_for_in-car_voice_assistant A multilingual natural language understanding (NLU) module for in-car voice...	10	Experimental	1	Jupyter Notebook
102	tercasaskova311/Comparing-Emotional-Scores-of-Mistral-LLM-Responses-via-EmoAtlas Cross-Linguistic Emotional Expression: A Comparative Analysis of Emotion...	10	Experimental	1	Jupyter Notebook
103	akoksal/MEAL The code and data for our EMNLP 2023 Findings paper: MEAL.	10	Experimental	2	—
104	Adeleye-Emmanuel/Context-Extraction-Modeling-Contextual-Sentiment-Analysis-Over-Time Built a context-aware sentiment analysis framework by combining Named Entity...	10	Experimental	1	Jupyter Notebook
105	aksh-patel1/ipc-section-classification-using-llm Welcome to IPC Section Classification! This platform uses an advanced...	10	Experimental	2	Python

Comparisons in this category

llm-engineering-101 and Prompt-Engineering-with-Llama-2 (34 vs 30)