A deletion-only program refiner, trained on expert end-to-end edits converted via minimum edit distance, improves LLM pretraining data and downstream accuracy.
A critical analysis of the largest source for generative ai training data: Common crawl
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RefineX: Learning to Refine Pre-training Data at Scale from Expert-Guided Programs
A deletion-only program refiner, trained on expert end-to-end edits converted via minimum edit distance, improves LLM pretraining data and downstream accuracy.