Modern understanding of overfitting and generalization in machine learning
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Experimenting with transformer models for citation verification
Automated verification of scientific claims represents a critical application of natural language processing in maintaining research integrity. The exponenti...
ML MiniLesson: Using pretrained layers
Transfer learning take layers of an existing neural network previously trained on a (usually large) dataset. These layers are the starting point to build a n...
LLMs in Claim Verification
Scientific papers make lots of claims with supporting citations. However, even well-intentioned writers make mistakes, and automated citation verification is...
Thermodynamic data consistency: The case of Li-mica
How do ore deposits form? This question motivates geochemists to build internally consistent thermodynamic databases to predict conditions where minerals pre...