INI

Natural Language Processing Tasks - INI

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

[item.sentiment-analysis]
code=01
slug=sentiment-analysis
name=Sentiment Analysis
description=A task to determine the emotional tone of text (positive/negative/neutral).
category=Text Classification

[item.machine-translation]
code=02
slug=machine-translation
name=Machine Translation
description=A task to automatically convert text from one language to another.
category=Text Transformation

[item.text-summarization]
code=03
slug=text-summarization
name=Text Summarization
description=A task to extract important information from long text and generate concise summaries.
category=Text Transformation

[item.named-entity-recognition]
code=04
slug=named-entity-recognition
name=Named Entity Recognition (NER)
description=A task to identify and classify named entities such as person names, locations, organizations, and dates from text.
category=Information Extraction

[item.text-classification]
code=05
slug=text-classification
name=Text Classification
description=A task to classify text into predefined categories.
category=Text Classification

[item.question-answering]
code=06
slug=question-answering
name=Question Answering
description=A task to generate appropriate answers to natural language questions.
category=Question Answering & Dialogue

[item.part-of-speech-tagging]
code=07
slug=part-of-speech-tagging
name=Part-of-Speech Tagging
description=A task to assign parts of speech to each word in text.
category=Structural Analysis

[item.dependency-parsing]
code=08
slug=dependency-parsing
name=Dependency Parsing
description=A task to analyze the grammatical structure of sentences and identify dependencies between words.
category=Structural Analysis

[item.natural-language-generation]
code=09
slug=natural-language-generation
name=Natural Language Generation
description=A task to generate natural text from structured data or intentions.
category=Text Generation

[item.speech-recognition]
code=10
slug=speech-recognition
name=Speech Recognition
description=A task to convert speech data into text.
category=Speech Processing

[item.coreference-resolution]
code=11
slug=coreference-resolution
name=Coreference Resolution
description=A task to identify expressions that refer to the same entity in text.
category=Semantic Analysis

[item.topic-modeling]
code=12
slug=topic-modeling
name=Topic Modeling
description=A task to discover abstract topics or themes from a collection of documents.
category=Text Classification