Methods › Natural Language Processing › Language Models › Neural Probabilistic Language Model
Neural Probabilistic Language Model
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Neural Probablistic Language Model is an early language modelling architecture. It involves a feedforward architecture that takes in input vector representations (i.e. word embeddings) of the previous n words, which are looked up in a table C.
The word embeddings are concatenated and fed into a hidden layer which then feeds into a softmax layer to estimate the probability of the word given the context.
Papers archive 2025-07-28
5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Why LLMs Hallucinate, and How to Get (Evidential) Closure: Perceptual, Intensional, and Extensional Learning for Faithful Natural Language Generation 23 Oct 2023 · 0 repositories · arXiv:2310.15355
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Revisiting Simple Neural Probabilistic Language Models 8 Apr 2021 · 1 repository · arXiv:2104.03474Syntology ran 0 of 3 samples · 3 unverified
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On the Complementary Nature of Knowledge Graph Embedding, Fine Grain Entity Types, and Language Modeling 12 Oct 2020 · 1 repository · arXiv:2010.05732
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IIT Bombay's English-Indonesian submission at WAT: Integrating Neural Language Models with SMT 1 Dec 2016 · 0 repositories
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Joint Space Neural Probabilistic Language Model for Statistical Machine Translation 16 Jan 2013 · 0 repositories · arXiv:1301.3614
Tasks archive 2025-07-28
12 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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