Yake

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YAKE is an open-source, unsupervised keyword extraction tool that identifies important keywords from single documents. It is lightweight, requires no training or external corpora, and supports multiple languages.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Yes

Skill level

Technical

About

What is yake?

YAKE! (Yet Another Keyword Extractor) is a lightweight, unsupervised automatic keyword extraction method designed to identify the most important keywords from a single document. It leverages text statistical features and requires no prior training, external corpus, or dictionaries, making it highly adaptable across various languages and domains, regardless of text size. Key features include its unsupervised approach, language and domain independence, and a focus on single-document processing. YAKE also offers keyword lemmatization to aggregate morphological variations and a text highlighting feature to mark extracted keywords within the original text. It can be used via command line or Python, offering flexibility for developers and researchers.

Best used for

Ideal for developers and researchers who need to quickly extract relevant keywords from individual text documents. Especially valuable for tasks like content tagging, text summarization, and initial document analysis across various languages without the need for extensive training data or external resources.

Common actions

extract keywords

summarize text

tag content

analyze documents

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Capabilities

Key features

Unsupervised keyword extraction
Language independent
Single-document focused
No training required
Keyword lemmatization
Text highlighting

Target Audience

developersdata scientistsresearcherscontent analysts

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What makes YAKE! different from other keyword extraction tools?

YAKE! stands out due to its unsupervised approach, meaning it doesn't require any training data, external corpora, or dictionaries. It's also language and domain independent, making it highly versatile for extracting keywords from single documents across various contexts.

Does YAKE! support multiple languages?

Yes, YAKE! is designed with multilingual support. The documentation and examples demonstrate its use with languages like English and Portuguese, indicating its capability to process texts in different languages effectively.

Can YAKE! help with text summarization?

While YAKE!'s primary function is keyword extraction, the ability to identify the most important keywords from a document can indirectly aid in text summarization by highlighting key concepts. This can be a useful first step in understanding the core topics of a text.

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This tool also appears in

AI Agents & Automation › RAG & Document AI Marketing & Growth › SEO & AEO Research & Education › Summarization

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