continuous bag-of-words model
PulseAugur coverage of continuous bag-of-words model — every cluster mentioning continuous bag-of-words model across labs, papers, and developer communities, ranked by signal.
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New method improves Random Indexing embeddings with sparse PPMI graph averaging
Researchers have developed a method to improve Random Indexing (RI) embeddings by averaging them with a sparse Positive Pointwise Mutual Information (PPMI) graph. This technique, tested on a fairytales corpus, enhanced …
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Sparse PPMI graph averaging boosts Random Indexing embeddings
This paper introduces a method for improving Random Indexing (RI) embeddings by averaging them on a sparse Positive Pointwise Mutual Information (PPMI) graph. The technique showed a significant accuracy increase from 19…
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Topology research reveals neural network grokking signatures and architectural bypasses
Researchers are exploring the phenomenon of 'grokking' in neural networks, where models initially memorize data before generalizing. One study proposes modifying architectural topology, such as enforcing spherical const…