Pisa 2015 results (volume i): Excellence and equity in education

Organisation for Economic Co-operation, Development · 2015 · DOI 10.1787/9789264266490-en

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cs.CL · 2024-12-30 · conditional · novelty 3.0

A frozen BERT-style backbone with per-task LoRA adapters scores 27 PISA items at 60% lower GPU memory and 40% lower latency, with a 4.5% QWK drop.

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Efficient Multi-Task Inferencing with a Shared Backbone and Lightweight Task-Specific Adapters for Automatic Scoring cs.CL · 2024-12-30 · conditional · none · ref 7
A frozen BERT-style backbone with per-task LoRA adapters scores 27 PISA items at 60% lower GPU memory and 40% lower latency, with a 4.5% QWK drop.