P2D couples data curation and structural pruning by using sparse task-sensitive attention heads, reporting 8.3 pp gains and 7x speedup with 10% heads and data.
lock”) and the curated high-affinity data (the “key
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From Parameters to Data: A Task-Parameter-Guided Fine-Tuning Pipeline for Efficient LLM Alignment
P2D couples data curation and structural pruning by using sparse task-sensitive attention heads, reporting 8.3 pp gains and 7x speedup with 10% heads and data.