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Enhancements to Large Language Models: Introducing Dynamic Syntactic Insertion for Improved Model Robustness and Generalization

2024-10-14

Abstract excerpt

The growing complexity and scale of modern deep learning models have improved the ability to generate and understand human language, yet challenges persist in achieving robust generalization and syntactic flexibility. Dynamic Syntactic Insertion (DSI) addresses these limitations through the novel introduction of random syntactic variations during the finetuning phase, enhancing the model's capacity to process dive...

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Literature Corpus work
ffc009b6-c6b4-5266-9073-16257448a1f0
DOI
10.22541/au.172893965.55552410/v1
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Enhancements to Large Language Models: Introducing Dynamic Syntactic Insertion for Improved Model Robustness and GeneralizationDOI 10.22541/au.172893965.55552410/v1
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