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@ -25,7 +25,7 @@ The following is a summary of the commonly used NLP scenarios covered in the rep
|Named Entity Recognition |BERT| Named Entity Recognition (NER) is the task of classifying words or key phrases of a text into predefined entities of interest. | |Named Entity Recognition |BERT| Named Entity Recognition (NER) is the task of classifying words or key phrases of a text into predefined entities of interest. |
|Entailment |BERT| Textual entailment is a binary relation between two natural-language texts (called text and hypothesis), where readers of the text would agree the hypothesis is most likely true. | |Entailment |BERT| Textual entailment is a binary relation between two natural-language texts (called text and hypothesis), where readers of the text would agree the hypothesis is most likely true. |
|Question Answering |BiDAF <br> BERT| Question Answering (QA) is the task of retrieving or generating a valid answer for a given natural language query. | |Question Answering |BiDAF <br> BERT| Question Answering (QA) is the task of retrieving or generating a valid answer for a given natural language query. |
|Sentence Similarity |Representation: TF-IDF, Word Embeddings, Doc Embeddings<br>Metrics: Cosine Similarity, Word Mover's Distance<br>BERT<br> GenSen| Sentence similarity is the process of computing a similarity score given a pair of text documents. | |Sentence Similarity |Representation: TF-IDF, Word Embeddings, Doc Embeddings<br>Metrics: Cosine Similarity, Word Mover's Distance<br>Models: BERT, GenSen| Sentence similarity is the process of computing a similarity score given a pair of text documents. |
|Embeddings| Word2Vec<br>fastText<br>GloVe| An embedding is a low dimensionality representation of the text that will be analyzed. |Embeddings| Word2Vec<br>fastText<br>GloVe| An embedding is a low dimensionality representation of the text that will be analyzed.