From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning
Paper
• 2308.12032 • Published
• 2
Dataset curation
-
-
Know thy corpus! Robust methods for digital curation of Web corpora
Paper • 2003.06389 • Published • 1 -
Self-Alignment with Instruction Backtranslation
Paper • 2308.06259 • Published • 43 -
The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation
Paper • 2305.06156 • Published • 2 -
End-to-end Knowledge Retrieval with Multi-modal Queries
Paper • 2306.00424 • Published • 1 -
SPRING: GPT-4 Out-performs RL Algorithms by Studying Papers and Reasoning
Paper • 2305.15486 • Published • 1 -
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression
Paper • 2306.15063 • Published • 1 -
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework
Paper • 2111.04130 • Published • 1 -
Oasis: Data Curation and Assessment System for Pretraining of Large Language Models
Paper • 2311.12537 • Published • 1 -
Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models
Paper • 2403.00231 • Published • 2 -
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Paper • 2402.03300 • Published • 140 -
Automated Data Curation for Robust Language Model Fine-Tuning
Paper • 2403.12776 • Published -
Better Synthetic Data by Retrieving and Transforming Existing Datasets
Paper • 2404.14361 • Published • 2 -
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach
Paper • 2405.15613 • Published • 17 -
SemCoder: Training Code Language Models with Comprehensive Semantics
Paper • 2406.01006 • Published • 1 -
Glot500: Scaling Multilingual Corpora and Language Models to 500 Languages
Paper • 2305.12182 • Published • 1