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supervised-finetuning

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InternLM /InternLM-XComposer

InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions

foundation gpt language-model multimodal multi-modality vision-transformer gpt-4 visual-language-learning llm chatgpt instruction-tuning large-language-model supervised-finetuning mllm vision-language-model large-vision-language-model

UpdatedMay 26, 2025
Python

Tebmer /Awesome-Knowledge-Distillation-of-LLMs

This repository collects papers for "A Survey on Knowledge Distillation of Large Language Models". We break down KD into Knowledge Elicitation and Distillation Algorithms, and explore the Skill & Vertical Distillation of LLMs.

compression feedback survey alignment self-training multi-modal knowledge-distillation data-augmentation kd data-synthesis self-distillation instruction-following llm large-language-model supervised-finetuning

UpdatedMar 9, 2025

magpie-align /magpie

[ICLR 2025] Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing. Your efficient and high-quality synthetic data generation pipeline!

nlp paper dataset alignment gemma synthetic-data synthetic-dataset-generation llm supervised-finetuning llama2 qwen2 llama3 phi3

UpdatedMar 17, 2025
Python

GaryYufei /AlignLLMHumanSurvey

Aligning Large Language Models with Human: A Survey

awesome survey llama gpt-4 large-language-models llms chatgpt rlhf supervised-finetuning llama2 chinese-llama

UpdatedSep 11, 2023

chaoswork /sft_datasets

开源SFT数据集整理,随时补充

datasets chinese-dataset large-language-models llms supervised-finetuning

UpdatedJun 2, 2023

KodCode-AI /kodcode

✨ A synthetic dataset generation framework that produces diverse coding questions and verifiable solutions - all in one framwork

nlp paper coding dataset code-generation synthetic-data synthetic-dataset-generation large-language-models supervised-finetuning

UpdatedSep 6, 2025
Python

YJiangcm /Lion

[EMNLP 2023] Lion: Adversarial Distillation of Proprietary Large Language Models

knowledge-distillation synthetic-dataset-generation instruction-following large-language-models supervised-finetuning

UpdatedFeb 11, 2024
Python

codelion /ellora

Enhancing LLMs with LoRA

training reinforcement-learning data-generation lora quantization fine-tune reasoning fine-tuning distillation finetuning accuracy-analysis self-correction self-distillation quantization-aware-training chain-of-thought supervised-finetuning qlora chain-of-thought-reasoning finetuning-llms fine-tuning-llm

UpdatedOct 20, 2025
Jupyter Notebook

NVlabs /catk

Closed-Loop Supervised Fine-Tuning of Tokenized Traffic Models. CVPR Oral 2025.

autonomous-driving imitation-learning traffic-simulation waymo-open-dataset supervised-finetuning next-token-prediction cvpr2025

UpdatedApr 4, 2025
Python

guanwei49 /LogLLM

LogLLM: Log-based Anomaly Detection Using Large Language Models (system log anomaly detection)

system-security anomaly-detection system-logs large-language-models llm supervised-finetuning

UpdatedDec 9, 2025
Python

LIN-SHANG /InstructERC

The offical realization of InstructERC

unified-data-processing emotion-recognition-in-conversation large-language-models supervised-finetuning chatglm-6b llama-7b chatglm2-6b llama2-7b

UpdatedMay 25, 2025
Python

sail-sg /sdft

[ACL 2024] The official codebase for the paper "Self-Distillation Bridges Distribution Gap in Language Model Fine-tuning".

language-model self-distillation supervised-finetuning

UpdatedNov 2, 2024
Shell

yyDing1 /ScaleQuest

[ACL 2025] We introduce ScaleQuest, a scalable, novel and cost-effective data synthesis method to unleash the reasoning capability of LLMs.

nlp mathematics dataset mistral synthetic-data llms supervised-finetuning qwen2 deepseek-math llama3

UpdatedOct 27, 2024
Python

BUAADreamer /MLLM-Finetuning-Demo

使用LLaMA-Factory微调多模态大语言模型的示例代码 Demo of Finetuning Multimodal LLM with LLaMA-Factory

transformers lora pretraining huggingface-datasets supervised-finetuning mllm llava finetune-llm llama-factory paligemma yi-vl

UpdatedSep 8, 2024
Python

liziniu /GEM

Code for Paper (Preserving Diversity in Supervised Fine-tuning of Large Language Models)

diversity rl cold-start reasoning generalization distribution-matching large-language-models supervised-finetuning

UpdatedMay 12, 2025
Python

Shwai-He /MEO

The source code of "Merging Experts into One: Improving Computational Efficiency of Mixture of Experts (EMNLP 2023)":

mixture-of-experts inference-acceleration supervised-finetuning model-merging

UpdatedApr 7, 2024
Python

inst-it /inst-it

[NeurIPS 2025] The official repository of "Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning"

multimodal instruction-tuning supervised-finetuning multimodal-large-language-models large-multimodal-models

UpdatedFeb 20, 2025
Python

ShiZhengyan /InstructionModelling

[NeurIPS 2024 Main Track] Code for the paper titled "Instruction Tuning With Loss Over Instructions"

natural-language-processing language-model instruction-tuning supervised-finetuning

UpdatedMay 24, 2024
Python

ZichenWen1 /EPIC

(NeurIPS 2025 🔥) Official implementation for "Efficient Multi-modal Large Language Models via Progressive Consistency Distillation"

efficiency progressive-learning self-distillation supervised-finetuning multimodal-large-language-models

UpdatedNov 23, 2025
Python

YJiangcm /LTE

[ACL 2024] Learning to Edit: Aligning LLMs with Knowledge Editing

alignment llama large-language-models model-editing knowledge-editing supervised-finetuning qwen

UpdatedAug 19, 2024
Python

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