[ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning

Official Repository of "LLM × DATA" Survey Paper

DSIR large-scale data selection framework for language model training

A Survey on Data Selection for Language Models

⛔ [DEPRECATED] Adapt Transformer-based language models to new text domains

InstructionGPT-4

🐂 🔥Official repository for the paper "LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning".

[ACL 2023] The code for our ACL'23 paper Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach

Official code for MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space

Code for ACL 2025 Main paper "Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning".

This is an official repository for "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources" (NeurIPS 2023).

Enhancing Efficiency in Multidevice Federated Learning through Data Selection

Enhanced spatio-temporal electric load forecasts with less data using active deep learning

Keras sentence classification

Repository for the experiments in my paper accepted to the CLIN Journal: "Selecting Parallel In-domain Sentences for Neural Machine Translation Using Monolingual Texts"

A Python package for studying neural learning

Dynamic Transfer Learning for Low-Resource Neural Machine Translation

Code for NeurIPS 2023 Paper (Imitation Learning from Imperfection: Theoretical Justifications and Algorithms)

An Approach to Enhancing the Efficacy of Post-Training Using Synthetic Data by Iterative Data Selection

Allo-media data selection tool