Tag: word-embeddings

35 Intuitive explanation of Noise Contrastive Estimation (NCE) loss? 2016-08-05T03:36:04.553

27 What is a better input for Word2Vec? 2015-11-08T04:17:56.450

25 How can I get a measure of the semantic similarity of words? 2016-07-19T21:54:34.713

23 Predicting a word using Word2vec model 2016-01-14T07:13:45.810

21 Doc2Vec - How to label the paragraphs (gensim) 2016-02-12T02:22:01.940

19 How to initialize a new word2vec model with pre-trained model weights? 2016-03-14T09:47:28.813

19 BERT vs Word2VEC: Is bert disambiguating the meaning of the word vector? 2019-06-21T16:25:16.710

14 How word2vec can be used to identify unseen words and relate them to already trained data 2015-12-26T03:47:48.800

11 Why do we need 2 matrices for word2vec or GloVe 2018-03-13T10:05:57.480

11 One Hot Encoding vs Word Embeding - When to choose one or another? 2018-04-03T14:13:28.643

10 How much training data does Word2Vec need? 2015-07-22T22:34:43.403

10 Text-Classification-Problem: Is Word2Vec/NN the best approach? 2015-11-04T07:34:21.203

10 Are Word2Vec and Doc2Vec both distributional representation or distributed representation? 2016-03-20T19:18:18.573

10 How to overcome training example's different lengths when working with Word Embeddings (word2vec) 2016-08-01T10:03:07.317

10 Features of word vectors in Word2Vec 2016-09-09T19:32:42.193

10 NN embedding layer 2018-05-31T15:30:55.910

9 Reducing the dimensionality of word embeddings 2015-07-28T17:54:23.927

9 How the embedding layer is trained in Keras Embedding layer 2018-01-25T09:33:23.283

9 What is the difference between and Embedding Layer and an Autoencoder? 2019-06-21T15:52:36.537

8 Shall I use the Euclidean Distance or the Cosine Similarity to compute the semantic similarity of two words? 2015-07-20T04:48:17.547

8 Averaging two Word2vec vectors to obtain a unified representation for single word 2016-05-11T20:27:05.973

7 How word2vec can handle unseen / new words to bypass this for new classifications? 2015-08-11T05:04:52.300

7 How does word2vec handle the input word being in the context? 2015-09-17T21:02:33.367

7 How to user Keras's Embedding Layer properly? 2017-03-13T14:07:24.480

7 K-means clustering of word embedding gives strange results 2018-04-27T00:38:13.767

6 How to handle Memory issues in training Word Embeddings on Large Datasets? 2016-06-07T18:37:51.627

6 what actually word embedding dimensions values represent? 2018-04-09T11:01:02.373

6 Ratio between embedded vector dimensions and vocabulary size 2018-05-02T09:43:47.713

6 What is the neural network architecture behind Facebook's Starspace model? 2018-11-18T12:08:09.280

6 How is WordPiece tokenization helpful to effectively deal with rare words problem in NLP? 2019-03-27T16:54:59.150

5 Can we compare a word2vec vector with a doc2vec vector? 2016-01-18T05:37:40.897

5 Using several documents with word2vec 2016-04-07T01:38:43.780

5 What are the advantages of Skip-Gram methods? 2017-08-30T08:54:29.443

5 How to add more features in addition to a 100D word vector 2018-01-25T17:30:33.267

5 Initial embeddings for unknown, padding? 2018-05-29T20:07:26.047

5 How does Doc2Vec treat numerical data which is a part of text data? 2019-02-20T11:37:58.253

5 meaning of fine-tuning in nlp task 2019-05-27T15:48:21.827

5 Text similarity with sentence embeddings 2019-09-19T20:04:05.063

5 Difference between Gensim word2vec and keras Embedding layer 2019-10-11T13:25:38.687

5 Would Topic Modelling be classified as NLP or NLU? 2019-12-12T17:03:11.597

5 Proper masking in the transformer model 2019-12-18T11:18:32.987

4 Word labeling with Tensorflow 2016-05-28T08:44:40.363

4 What are real world applications of Doc2Vec? 2017-10-09T14:20:54.000

4 Word embedding vectors for keyphrase extraction 2017-12-17T07:44:06.213

4 Full Doc2Vec Implementation/Repdoduction in TensorFlow? 2018-01-11T18:00:19.167

4 Why do good word embeddings come out of maximizing cosine similarity? 2018-01-25T10:41:25.267

4 How much text is enough to train a good embedding model? 2018-02-10T22:58:37.920

4 Skipgram - multiple formulations? 2018-04-09T14:55:46.970

4 Why ELMo's word embedding can represent the word better than glove? 2018-12-05T03:09:24.323

4 Understanding output of LSTM for regression 2019-02-13T12:14:24.733

4 Why using a frozen embedding layer in an LSTM model 2019-06-02T10:47:58.220

4 Reason: Average word vector embedding encodes word content and word order effectively 2019-06-24T10:50:18.513

4 Why are character level models considered less effective than word level models? 2020-06-10T15:10:00.347

4 how to run bert's pretrained model word embeddings faster? 2020-12-28T10:31:24.170

4 Can we use embeddings or latent vectors for a recommender system? 2021-02-14T17:15:54.633

3 Gradient Descent Step for word2vec negative sampling 2015-04-26T01:38:52.180

3 How to retrive the results saved in model of gensim? 2016-02-06T17:34:16.887

3 How can I use GloVe for text spinning? 2016-07-04T11:11:42.970

3 Output a word instead of a vector after word embedding? 2016-11-15T22:40:58.460

3 Document similarity: Vector embedding versus BoW performance? 2017-03-07T21:24:26.520

3 In doc2vec, how to model correctly when many documents share the same label? 2017-05-22T06:13:09.000

3 Understanding Word Embeddings 2017-06-01T13:33:51.617

3 When to use different Word2Vec training approaches? 2018-01-08T23:33:46.703

3 Vocabulary List From word2vec and GloVe 2018-01-14T22:06:42.957

3 What's the proper Word2vec model to get pre-trained word embedding for a classification task? 2018-01-19T20:13:37.830

3 How to initialize word-embeddings for Out of Vocabulary Word? 2018-01-23T06:34:33.647

3 Converting sparse IndexedSlices to a dense Tensor 2018-01-31T05:14:37.723

3 Training Doc2Vec and Word2Vec at the same time 2018-02-08T17:19:58.883

3 Word vectors to Sentence Vectors 2018-08-26T19:12:47.183

3 Why does Position Embeddings work? 2018-11-08T16:05:00.290

3 How to train millions of doc2vec embeddings using GPU? 2018-12-29T11:27:29.563

3 How to train neural word embeddings? 2019-01-28T13:15:46.070

3 Is there a way to cluster words based on how similarly they sound? 2019-02-13T15:49:08.390

3 What is the vector value of [CLS] [SEP] tokens in BERT 2019-02-27T09:30:03.980

3 Why does all of NLP literature use Noise contrastive estimation loss for negative sampling instead of sampled softmax loss? 2019-03-28T20:44:47.353

3 Bert: fine-tuning the entire pre-trained model end-to-end vs using contextual token vector 2019-05-27T17:01:51.937

3 word2vec word embeddings creates very distant vectors, closest similarity is still very far 2019-05-31T10:35:45.530

3 Word embedding of a new word which was not in training 2019-07-01T03:30:30.787

3 Spacy word embeddings for sentence 2019-09-15T10:41:32.697

3 What does dimension represent in GloVe pre-trained word vectors? 2019-10-14T06:24:06.080

3 Similarity of words using BERTMODEL 2019-11-15T17:06:44.160

3 Ways to combine embeddings 2019-11-21T11:02:03.523

3 NLP Transformers: How to get a fixed sentences embedding vectors size? 2019-11-25T15:13:00.457

3 where to store embeddings for similarity search? 2019-11-26T10:30:11.090

3 Can 2 different OOV words get the same vector in FastText? 2019-12-19T05:40:21.270

3 BERT word embedings for finding word definition 2020-02-05T22:30:01.350

3 What are the elements in a BERT word embedding? 2020-02-11T19:10:10.593

3 Does Fasttext use One Hot Encoding? 2020-02-14T10:06:10.017

3 Building a tag-based recommendation engine given a set of user tags? 2020-03-08T02:41:29.277

3 How to work with different Encoding for Foreign Languages 2020-07-04T07:30:05.010

3 Word2Vec: Why do some dimensions of an embedding have an interpretation, and why does addition/subtraction of embedding vectors work? 2020-12-24T08:22:52.393

3 Dot product for similarity in word to vector computation in NLP 2021-01-14T15:55:34.657

2 Program to fine-tune pre-trained word embeddings on my data set 2015-07-30T17:48:12.383

2 Does traning the Word2Vec model multiple times affect `min_count` parameter? 2016-03-03T16:25:23.677

2 How to improve the binary classification model for text (News Articles) of Recurrent Neural Net with word emmbeding? 2017-01-31T06:34:12.980

2 Learning character embeddings with GenSim 2017-06-05T14:16:31.977

2 What is Word2Vec approach 2017-08-30T07:25:12.133

2 GloVe vector representation homomorphism question 2018-01-25T16:10:12.147

2 Use pretrained word vectors over custom trained word2vecs 2018-02-24T05:25:52.463