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Mastering Masked Language Models: Techniques, Comparisons, and Best Practices
Explore the evolution of Masked Language Modeling: from BERT to XLNet, uncover how to choose the right technique for your NLP tasks.
Jun 22, 202412 min read


XLNet: Permutation Language Modeling
Discover XLNet's Permutation Language Modeling, a novel approach enhancing NLP by considering all possible word orders for better context.
Jun 22, 20246 min read


ELECTRA: Replaced Token Detection
Explore Electra's innovative Replaced Token Detection method, enhancing NLP by detecting incorrect tokens instead of predicting masked ones.
Jun 22, 20244 min read


RoBERTa Dynamic Masking
RoBERTa (Robustly Optimized BERT Approach) revolutionizes natural language processing with its innovative dynamic masking technique.
Jun 22, 20244 min read


SpanBERT: Span Based Masking
Dive into the innovative world of SpanBERT, a model designed to capture the relationships between contiguous spans of text for enhanced lang
Jun 21, 20245 min read


Whole Word Masking
Explore the advancements brought by Whole Word Masking in language models. This approach improves the model's ability to grasp context by ma
Jun 21, 20243 min read
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