A Survey on Data Selection for Language Models
☆261Apr 29, 2025Updated last year
Alternatives and similar repositories for data-selection-survey
Users that are interested in data-selection-survey are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official repository for MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models [NeurIPS 2024]☆79Nov 14, 2024Updated last year
- An implementation of online data mixing for the Pile dataset, based on the GPT-NeoX library.☆14Jan 9, 2024Updated 2 years ago
- [ICML 2024] Selecting High-Quality Data for Training Language Models☆203Dec 8, 2025Updated 5 months ago
- [ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning☆528Oct 20, 2024Updated last year
- ☆18Mar 23, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [ACL'24] Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning☆190Jun 25, 2025Updated 11 months ago
- Implementation of TSDS: Data Selection for Task-Specific Model Finetuning. An optimal-transport framework for selecting domain-specific a…☆19Dec 25, 2024Updated last year
- Papers about training data quality management for ML models.☆120May 8, 2026Updated 3 weeks ago
- Official Code Repository for [AutoScale📈: Scale-Aware Data Mixing for Pre-Training LLMs] Published as a conference paper at **COLM 2025*…☆14Aug 8, 2025Updated 9 months ago
- Collection of training data management explorations for large language models☆339Aug 2, 2024Updated last year
- Deita: Data-Efficient Instruction Tuning for Alignment [ICLR2024]☆596Dec 9, 2024Updated last year
- Metrics for "Beyond neural scaling laws: beating power law scaling via data pruning " (NeurIPS 2022 Outstanding Paper Award)☆58Apr 24, 2023Updated 3 years ago
- Repo for Rho-1: Token-level Data Selection & Selective Pretraining of LLMs.☆466Apr 18, 2024Updated 2 years ago
- ☆42Sep 21, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- DSIR large-scale data selection framework for language model training☆274Apr 7, 2024Updated 2 years ago
- Implementation of Gradient Information Optimization (GIO) for effective and scalable training data selection☆14Jun 22, 2023Updated 2 years ago
- ☆44Oct 13, 2023Updated 2 years ago
- AI Logging for Interpretability and Explainability🔬☆144Jun 7, 2024Updated last year
- Fantastic Data Engineering for Large Language Models☆92Dec 29, 2024Updated last year
- Paper list and datasets for the paper: A Survey on Data Selection for LLM Instruction Tuning☆48Jan 22, 2026Updated 4 months ago
- What's In My Big Data (WIMBD) - a toolkit for analyzing large text datasets☆228Nov 16, 2024Updated last year
- Language models scale reliably with over-training and on downstream tasks☆101Apr 2, 2024Updated 2 years ago
- RapidIn: Scalable Influence Estimation for Large Language Models (LLMs). The implementation for paper "Token-wise Influential Training Da…☆21Mar 10, 2026Updated 2 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Trending projects & awesome papers about data-centric llm studies.☆40May 20, 2025Updated last year
- DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)☆81Oct 3, 2024Updated last year
- ☆53Jan 24, 2024Updated 2 years ago
- Skill-It! A Data-Driven Skills Framework for Understanding and Training Language Models☆48Oct 31, 2023Updated 2 years ago
- MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion (ACL 2025)☆37Jul 16, 2025Updated 10 months ago
- Few-shot Learning with Auxiliary Data☆31Dec 8, 2023Updated 2 years ago
- Influence Functions with (Eigenvalue-corrected) Kronecker-Factored Approximate Curvature☆194Updated this week
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆88Feb 27, 2024Updated 2 years ago
- [ICLR 2025] 🧬 RegMix: Data Mixture as Regression for Language Model Pre-training (Spotlight)☆193Feb 17, 2025Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Active Learning Helps Pretrained Models Learn the Intended Task (https://arxiv.org/abs/2204.08491) by Alex Tamkin, Dat Nguyen, Salil Desh…☆11Nov 22, 2022Updated 3 years ago
- A fast, effective data attribution method for neural networks in PyTorch☆240Nov 18, 2024Updated last year
- ☆45Oct 1, 2024Updated last year
- Pytorch implementation of DoReMi, a method for optimizing the data mixture weights in language modeling datasets☆354Dec 26, 2023Updated 2 years ago
- ☆12Jun 13, 2025Updated 11 months ago
- This is the official implementation of TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data☆13Jul 21, 2024Updated last year
- Data and code for ACL 2022 paper "MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data"☆53Oct 22, 2024Updated last year