Statements (164)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:Natural_Language_Processing
gptkb:Library gptkb:research |
| gptkbp:aims_to |
Identify relationships between terms and concepts
|
| gptkbp:applies_to |
gptkb:translator
gptkb:speeches gptkb:machine_learning Information Retrieval Text Analysis Text Mining |
| gptkbp:available_on |
gptkb:Git_Hub
|
| gptkbp:can_be_used_for |
Sentiment Analysis
Text Summarization Keyword Extraction Document Clustering |
| gptkbp:challenges |
Ambiguity
Domain Adaptation Context Understanding Resource Scarcity Data Sparsity Language Variability Sarcasm Detection |
| gptkbp:developed_by |
gptkb:Steven_Bird
George W. Furnas Scott Deerwester Susan T. Dumais Thomas K. Landauer |
| gptkbp:first_released |
gptkb:2001
|
| gptkbp:has_applications_in |
gptkb:Search_Engines
Chatbots Information Retrieval Text Summarization Virtual Assistants Social Media Monitoring Customer Service Automation Recommender Systems Content Recommendation |
| gptkbp:has_community |
active user community
|
| gptkbp:has_documentation |
gptkb:NLTK_Book
|
| gptkbp:has_features |
sentiment analysis
text analysis semantic analysis text generation language modeling text summarization dependency parsing word embeddings text visualization |
| gptkbp:has_limitations |
Contextual Meaning
Polysemy Handling Synonymy Handling |
| gptkbp:has_research_areas |
Machine Translation Research
Dialogue Systems Research Information Extraction Research Natural Language Generation Research Natural Language Understanding Research Question Answering Research Sentiment Analysis Research Speech Processing Research Text Mining Research |
| gptkbp:has_version |
3.1.0
1.0.0 3.0.0 2.0.0 3.3.0 3.5.0 3.4.5 3.6.5 3.2.5 |
| gptkbp:has_weapon |
gptkb:Gensim
gptkb:Allen_NLP gptkb:Open_NLP gptkb:Text_Blob gptkb:Stanford_NLP gptkb:Flair gptkb:NLTK gptkb:spa_Cy Transformers Library |
| https://www.w3.org/2000/01/rdf-schema#label |
Natural Language Processing
|
| gptkbp:integrates_with |
gptkb:Google_Colab
gptkb:Jupyter_Notebook other Python libraries |
| gptkbp:involves |
gptkb:Biology
Dependency Parsing Language Modeling Named Entity Recognition Part-of-Speech Tagging Sentiment Analysis Text Generation Tokenization Semantic Analysis Coreference Resolution |
| gptkbp:is_analyzed_in |
gptkb:Natural_Language_Processing
Semantic Similarity Textual Entailment Information Retrieval Models |
| gptkbp:is_associated_with |
Data Mining
Text Analysis Semantic Analysis |
| gptkbp:is_available_in |
multiple languages
|
| gptkbp:is_compared_to |
gptkb:Latent_Dirichlet_Allocation
Word Embeddings TF-IDF |
| gptkbp:is_compatible_with |
gptkb:Python_3
gptkb:Python_2 |
| gptkbp:is_criticized_for |
Scalability Issues
Computational Complexity Interpretability |
| gptkbp:is_evaluated_by |
F1 Score
Precision Recall |
| gptkbp:is_implemented_in |
gptkb:MATLAB
gptkb:Java gptkb:Python gptkb:R |
| gptkbp:is_influenced_by |
Information Theory
Machine Learning Techniques Statistical Methods |
| gptkbp:is_part_of |
gptkb:Artificial_Intelligence
gptkb:Computational_Linguistics Cognitive Science Python ecosystem |
| gptkbp:is_related_to |
Dimensionality Reduction
Vector Space Model Latent Semantic Indexing |
| gptkbp:is_supported_by |
Academic Journals
Conferences Research Papers |
| gptkbp:is_used_by |
gptkb:students
gptkb:Linguistics data scientists machine learning engineers |
| gptkbp:is_used_in |
Topic Modeling
Document Classification |
| gptkbp:license |
Apache License 2.0
|
| gptkbp:programming_language |
gptkb:Python
|
| gptkbp:provides |
data sets
pre-trained models |
| gptkbp:related_to |
gptkb:Computational_Linguistics
|
| gptkbp:subfield_of |
gptkb:Artificial_Intelligence
|
| gptkbp:supports |
text processing
text classification lemmatization named entity recognition part-of-speech tagging stemming tokenization corpus management |
| gptkbp:tutorials |
online tutorials
|
| gptkbp:used_for |
natural language processing
|
| gptkbp:used_in |
gptkb:academic_research
industry applications |
| gptkbp:uses |
gptkb:machine_learning
gptkb:Deep_Learning Singular Value Decomposition |
| gptkbp:bfsParent |
gptkb:Oak_Ridge_National_Laboratory
gptkb:Industrial_Automation gptkb:Cognitive_Computing gptkb:machine_learning gptkb:Artificial_Neural_Networks gptkb:Geoffrey_R._Hinton gptkb:John_W._Mc_Carthy gptkb:Biology |
| gptkbp:bfsLayer |
3
|