py-entity-linking-el 0.0.8

A library for lightweight entity linking in Greek language

Lightweight entity linking solution for Greek language.

Please consider citing our works if you use code from this repository. Also, we recommend using a Colab T4 GPU for faster results.

Main dependencies

• python>=3.10
• numpy==1.26.4
• SPARQLWrapper==2.0.0
• sentence_transformers==3.1.1
• aiohttp==3.9.5
• openai==1.54.2
• beautifulsoup4==4.12.2
• fake-useragent==1.5.1
• nest_asyncio==1.5.8

Example & Usage

from linking import main

# Your API token which can be found here (https://github.com/marketplace/models/azure-openai/gpt-4o)
api_token = "YOUR_API_TOKEN"

main.EL(api_token=api_token, sentence="Χάρη στην ΕΦΓ, μια μηχανή μπορεί να 'καταλάβει' το περιεχόμενο των εγγράφων, συμπεριλαμβανομένων των αποχρώσεων του πλαισίου των της γλώσσας σε αυτά.", mention="ΕΦΓ", single="No", combination="No", disambiguation="Yes", embedding_model="intfloat/multilingual-e5-large-instruct")

The correct entity for 'ΕΦΓ' is:

Wikipedia: https://el.wikipedia.org/wiki/Επεξεργασία_φυσικής_γλώσσας

Wikidata: https://www.wikidata.org/wiki/Q30642

DBpedia: http://dbpedia.org/resource/Natural_language_processing


Execution Time: 00:00:29

Parameters

• api_token: Your API token from here. (Required)
• sentence: A Greek text. (Required)
• mention: The mention you want to perform the linking, the mention should be from inside the provided sentence. (Required)
• disambiguation: Used when the mention has acronyms or the mention has two different entities inside (e.g. PCA and FA), (deafult="Yes"), (Values: "Yes", "No"). (Optional)
• single: Usually used for difficult mentions, it searches each word of the mention individually, (deafult="No"), (Values: "Yes", "No"). (Optional)
• combination: Usually used for difficult mentions, it makes combinations for each word of the mention, (deafult="No"), (Values: "Yes", "No"). (Optional)
• embedding_model: A sentence-transformers model to perform text similarity, (deafault="intfloat/multilingual-e5-large-instruct"), (Values: str of the name of any sentence-transformers model that supports Greek). (Optional)

Licence

This library is licensed under the CC-BY-NC 4.0 license.