Methods › Natural Language Processing › Static Word Embeddings › Skip-gram Word2Vec
Skip-gram Word2Vec
Introduced by Tomas Mikolov et al. in Efficient Estimation of Word Representations in Vector Space
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Skip-gram Word2Vec is an architecture for computing word embeddings. Instead of using surrounding words to predict the center word, as with CBow Word2Vec, Skip-gram Word2Vec uses the central word to predict the surrounding words.
The skip-gram objective function sums the log probabilities of the surrounding n words to the left and right of the target word wₜ to produce the following objective:
J_θ = 1/T∑ᵀₜ₌₁∑_(-n≤j≤n, ≠0)logp(wⱼ₊₁|wₜ)
Papers archive 2025-07-28
14 shown of 14, 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.
-
RDF-star2Vec: RDF-star Graph Embeddings for Data Mining 25 Dec 2023 · 2 repositories · arXiv:2312.15626
-
Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches 29 Nov 2022 · 2 repositories · arXiv:2211.16285
-
Walk this Way! Entity Walks and Property Walks for RDF2vec 5 Apr 2022 · 0 repositories · arXiv:2204.02777
-
Enhancing Sindhi Word Segmentation using Subword Representation Learning and Position-aware Self-attention 30 Dec 2020 · 0 repositories · arXiv:2012.15079
-
Improving Clinical Document Understanding on COVID-19 Research with Spark NLP 7 Dec 2020 · 1 repository · arXiv:2012.04005
-
Transformer Query-Target Knowledge Discovery (TEND): Drug Discovery from CORD-19 28 Nov 2020 · 0 repositories · arXiv:2012.04682
-
FarsTail: A Persian Natural Language Inference Dataset 18 Sep 2020 · 1 repository · arXiv:2009.08820
-
Interpreting Pretrained Contextualized Representations via Reductions to Static Embeddings 1 Jul 2020 · 0 repositories
-
Why is penguin more similar to polar bear than to sea gull? Analyzing conceptual knowledge in distributional models 1 Jul 2020 · 0 repositories
-
Topic Modeling in Embedding Spaces 8 Jul 2019 · 12 repositories · arXiv:1907.04907Syntology ran 3 of 13 samples · 10 unverified
-
An Empirical Evaluation of Text Representation Schemes on Multilingual Social Web to Filter the Textual Aggression 16 Apr 2019 · 0 repositories · arXiv:1904.08770
-
Predicting Role Relevance with Minimal Domain Expertise in a Financial Domain 19 Apr 2017 · 0 repositories · arXiv:1704.05571
-
Effective search space reduction for spell correction using character neural embeddings 1 Apr 2017 · 0 repositories
-
Efficient Estimation of Word Representations in Vector Space 16 Jan 2013 · 84 repositories · arXiv:1301.3781Syntology ran 19 of 62 samples · 43 unverified · 18 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 38 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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections