Neural Language Models
PulseAugur coverage of Neural Language Models — every cluster mentioning Neural Language Models across labs, papers, and developer communities, ranked by signal.
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Research shows neural language models encode grammaticality in internal representations
A new research paper explores whether neural language models (NLMs) can distinguish grammatical from ungrammatical sentences by examining their internal representations, rather than just probability assignments. Using a…
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New research re-examines backpropagation's mechanics and limitations · 4 sources tracked
Three recent arXiv papers explore the mechanics and limitations of backpropagation in deep learning. One paper reformulates backpropagation as a nilpotent linear system, revealing its mathematical structure and implicat…
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Neural language models learn abstract patterns first, study finds
A new study proposes a developmental approach to understand how neural language models learn statistical patterns. Researchers trained Generative Transformer models on a synthetic grammar, saving model states at various…
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Study: Spoken language, not just child-directed, aids verb learning
Researchers used neural language models to investigate whether child-directed language (CDL) is optimized for word learning. By training models on CDL versus adult-directed language (ADL) and manipulating syntactic or l…