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

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

Official Repository of "LLM × DATA" Survey Paper

Official Repository of "LLM × DATA" Survey Paper

DSIR large-scale data selection framework for language model training

DSIR large-scale data selection framework for language model training

A Survey on Data Selection for Language Models

A Survey on Data Selection for Language Models

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

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

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

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

InstructionGPT-4

InstructionGPT-4

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

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

[ACL 2025 main] SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Models

[ACL 2025 main] SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Models

[ACL2025 Findings] Official code for MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space

[ACL2025 Findings] Official code for MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space