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Top 7 entity-extraction Open-Source Projects
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nlp.js
An NLP library for building bots, with entity extraction, sentiment analysis, automatic language identify, and so more
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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Recognizers-Text
Microsoft.Recognizers.Text provides recognition and resolution of numbers, units, date/time, etc. in multiple languages (ZH, EN, FR, ES, PT, DE, IT, TR, HI, NL. Partial support for JA, KO, AR, SV). Packages available at: https://www.nuget.org/profiles/Recognizers.Text, https://www.npmjs.com/~recognizers.text
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entity-recognition-datasets
A collection of corpora for named entity recognition (NER) and entity recognition tasks. These annotated datasets cover a variety of languages, domains and entity types.
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entity-sentiment-analysis
Various ops for handling several entities in a document, perform anaphora resolution, clustering, etc.
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NLU-engine-prototype-benchmarks
Demo and benchmarks for building an NLU engine similar to those in voice assistants. Several intent classifiers are implemented and benchmarked. Conditional Random Fields (CRFs) are used for entity extraction.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
We'll use the "natural" NLP library; follow the previous session to understand how to set up your environment.
Project mention: Spark NLP 5.1.0: Introducing state-of-the-art OpenAI Whisper speech-to-text, OpenAI Embeddings and Completion transformers, MPNet text embeddings, ONNX support for E5 text embeddings, new multi-lingual BART Zero-Shot text classification, and much more! | /r/Python | 2023-09-06
There is of course the list at https://github.com/juand-r/entity-recognition-datasets, but all of the recent English datasets cover other domains of English, such as the music NER, space NER, etc. All interesting things, but not 2020s English newswire.
entity-extraction related posts
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Recent English newswire NER datasets?
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Automatisiert Kalendereinträge erstellen aus Mails mit Formatlosen Datumsangaben
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Towards a Tagalog NLP pipeline: Building a spaCy model from scratch
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Microsoft.Recognizers.Text for JavaScript
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Any large manually annotated NER datasets?
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An effective library for recognising numbers/units/datetime across languages
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Recognizer Library That's Effective
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A note from our sponsor - SaaSHub
www.saashub.com | 21 May 2024
Index
What are some of the best open-source entity-extraction projects? This list will help you:
Project | Stars | |
---|---|---|
1 | nlp.js | 6,111 |
2 | spark-nlp | 3,712 |
3 | Recognizers-Text | 1,651 |
4 | entity-recognition-datasets | 1,439 |
5 | htmldate | 109 |
6 | entity-sentiment-analysis | 12 |
7 | NLU-engine-prototype-benchmarks | 5 |
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