MIPT Deep Learning Club #12

Anton Karazeev on classical methods of keyphrases extraction from (biomedical) texts: statistical (TF-IDF) and graphical (TextRank).

Besides them, newly proposed methods were discussed: based on Information Theory (Kullback-Leibler divergence) using word2gauss algorithm.

• word2gauss
• [2015, ICLR] Word Representations via Gaussian Embedding
• [2017] Multimodal Word Distributions
• [2018] EmbedRank: Unsupervised Keyphrase Extraction using Sentence Embeddings
• [2010] Keyword Extraction Using Word Co-occurrence