Richard Socher

In 2009, a team of researchers, including Socher, developed ImageNet,^[2] a large visual database designed for use in visual object recognition software research.^[3][4] The database hand-annotates images to indicate what objects are pictured and in at least one million of the images, bounding boxes are also provided.^[5] ImageNet contains more than 20,000 categories,^[6] with a typical category, such as "balloon" or "strawberry", consisting of several hundred images.^[7] The database of annotations of third-party image URLs is freely available directly from ImageNet, though the actual images are not owned by ImageNet.^[8]

In 2014, Socher completed a PhD at Stanford University.^[9] In the same year, three co-authors, including Socher, launched GloVe, an open-source, unsupervised learning algorithm that embeds words in multi-dimensional vectors.^[10] GloVe sought to compete with Word2Vec. Socher and co-authors argued that “[f]or the same corpus, vocabulary, window size, and training time, GloVe consistently outperforms word2vec”. Later, Transformer-based models, such as BERT, have improved upon the GloVe model.^[11]

In 2021, Socher founded You.com, an artificial intelligence startup. He was formerly the CEO of MetaMind,^[12] an AI and software company subsequently acquired by Salesforce.^[13][14] Socher has also lectured as an adjunct professor at Stanford.^[9]

• Richard Socher publications, indexed by Google Scholar