Collection of training data management explorations for large language models
☆337Aug 2, 2024Updated last year
Alternatives and similar repositories for data_management_LLM
Users that are interested in data_management_LLM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆23Aug 7, 2023Updated 2 years ago
- ☆18Feb 20, 2024Updated 2 years ago
- [NAACL'24] Self-data filtering of LLM instruction-tuning data using a novel perplexity-based difficulty score, without using any other mo…☆416Jun 25, 2025Updated 9 months ago
- InsTag: A Tool for Data Analysis in LLM Supervised Fine-tuning☆285Aug 20, 2023Updated 2 years ago
- [ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning☆519Oct 20, 2024Updated last year
- A Survey on Data Selection for Language Models☆255Apr 29, 2025Updated 10 months ago
- [ACL'24] Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning☆188Jun 25, 2025Updated 9 months ago
- Deita: Data-Efficient Instruction Tuning for Alignment [ICLR2024]☆591Dec 9, 2024Updated last year
- Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷☆6,079Mar 18, 2026Updated last week
- This is the official implementation of TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data☆14Jul 21, 2024Updated last year
- [ICLR 2025] 🧬 RegMix: Data Mixture as Regression for Language Model Pre-training (Spotlight)☆186Feb 17, 2025Updated last year
- ☆13Aug 11, 2024Updated last year
- DSIR large-scale data selection framework for language model training☆271Apr 7, 2024Updated last year
- Paper list and datasets for the paper: A Survey on Data Selection for LLM Instruction Tuning☆47Jan 22, 2026Updated 2 months ago
- [ICML 2024] Selecting High-Quality Data for Training Language Models☆201Dec 8, 2025Updated 3 months ago
- EMNLP'2023: Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration☆36Mar 10, 2024Updated 2 years ago
- 天池算法比赛《BetterMixture - 大模型数据混合挑战赛》的第一 名top1解决方案☆34Jul 7, 2024Updated last year
- ☆149Apr 16, 2024Updated last year
- Implementation of Gradient Information Optimization (GIO) for effective and scalable training data selection☆14Jun 22, 2023Updated 2 years ago
- All-in-one text de-duplication☆747Mar 9, 2026Updated 2 weeks ago
- [ACL 2024] FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models☆118Jun 12, 2025Updated 9 months ago
- Scaling Data-Constrained Language Models☆342Jun 28, 2025Updated 8 months ago
- Repo for Rho-1: Token-level Data Selection & Selective Pretraining of LLMs.☆464Apr 18, 2024Updated last year
- We unified the interfaces of instruction-tuning data (e.g., CoT data), multiple LLMs and parameter-efficient methods (e.g., lora, p-tunin…☆2,801Dec 12, 2023Updated 2 years ago
- Summarize existing representative LLMs text datasets.☆1,440Mar 11, 2026Updated 2 weeks ago
- Data and tools for generating and inspecting OLMo pre-training data.☆1,460Nov 5, 2025Updated 4 months ago
- Official repository for MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models [NeurIPS 2024]☆79Nov 14, 2024Updated last year
- [ACL 2025 Findings] Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts (https://huggingface.co/papers…☆90Nov 23, 2025Updated 4 months ago
- ☆31Feb 9, 2025Updated last year
- ☆327Jul 25, 2024Updated last year
- ☆58Sep 2, 2024Updated last year
- An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & TIS & vLLM & Ray & Async RL)☆9,231Updated this week
- A curated, but incomplete, list of data-centric AI resources.☆1,141Jun 26, 2024Updated last year
- ☆30Dec 27, 2024Updated last year
- Pytorch implementation of DoReMi, a method for optimizing the data mixture weights in language modeling datasets☆351Dec 26, 2023Updated 2 years ago
- ☆15Sep 24, 2023Updated 2 years ago
- Code for "SemDeDup", a simple method for identifying and removing semantic duplicates from a dataset (data pairs which are semantically s…☆152Oct 1, 2023Updated 2 years ago
- A quick guide (especially) for trending instruction finetuning datasets☆3,377Nov 28, 2023Updated 2 years ago
- [ACL'25] Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning☆20Sep 27, 2025Updated 5 months ago