A new fine-grained taxonomy of example-level learning dynamics (SOI) is applied to multi-task, multi-source, and multi-lingual fine-tuning, showing robust OOD gains for multi-source training and small gains from SOI-guided second-stage selection.
Dolan and Chris Brockett
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SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest
A new fine-grained taxonomy of example-level learning dynamics (SOI) is applied to multi-task, multi-source, and multi-lingual fine-tuning, showing robust OOD gains for multi-source training and small gains from SOI-guided second-stage selection.