CSV
Natural Language Processing Tasks - CSV
Natural Language Processing (NLP) tasks are technical challenges for understanding and generating human language using computers. Various tasks exist including text classification, information extraction, structural analysis, text transformation, question answering, and semantic analysis, which are widely applied in chatbots, search engines, translation systems, and voice assistants. With the recent development of Large Language Models (LLMs), these tasks have achieved remarkable improvements in accuracy.
Natural Language Processing
NLP
AI
Machine Learning
Deep Learning
Text Processing
LLM
code,slug,name,description,category
01,sentiment-analysis,Sentiment Analysis,A task to determine the emotional tone of text (positive/negative/neutral).,Text Classification
02,machine-translation,Machine Translation,A task to automatically convert text from one language to another.,Text Transformation
03,text-summarization,Text Summarization,A task to extract important information from long text and generate concise summaries.,Text Transformation
04,named-entity-recognition,Named Entity Recognition (NER),"A task to identify and classify named entities such as person names, locations, organizations, and dates from text.",Information Extraction
05,text-classification,Text Classification,A task to classify text into predefined categories.,Text Classification
06,question-answering,Question Answering,A task to generate appropriate answers to natural language questions.,Question Answering & Dialogue
07,part-of-speech-tagging,Part-of-Speech Tagging,A task to assign parts of speech to each word in text.,Structural Analysis
08,dependency-parsing,Dependency Parsing,A task to analyze the grammatical structure of sentences and identify dependencies between words.,Structural Analysis
09,natural-language-generation,Natural Language Generation,A task to generate natural text from structured data or intentions.,Text Generation
10,speech-recognition,Speech Recognition,A task to convert speech data into text.,Speech Processing
11,coreference-resolution,Coreference Resolution,A task to identify expressions that refer to the same entity in text.,Semantic Analysis
12,topic-modeling,Topic Modeling,A task to discover abstract topics or themes from a collection of documents.,Text Classification