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Top 23 Ner Open-Source Projects
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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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rust-bert
Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...)
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NCRFpp
NCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.
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FARM
:house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
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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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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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ner-annotator
Named Entity Recognition (NER) Annotation tool for SpaCy. Generates Traning Data as a JSON which can be readily used.
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CogCompNLP
CogComp's Natural Language Processing Libraries and Demos: Modules include lemmatizer, ner, pos, prep-srl, quantifier, question type, relation-extraction, similarity, temporal normalizer, tokenizer, transliteration, verb-sense, and more.
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genalog
Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.
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DataTurks
ML data annotations made super easy for teams. Just upload data, add your team and build training/evaluation dataset in hours.
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concise-concepts
This repository contains an easy and intuitive approach to few-shot NER using most similar expansion over spaCy embeddings. Now with entity scoring.
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embedders
With embedders, you can easily convert your texts into sentence- or token-level embeddings within a few lines of code. Use cases for this include similarity search between texts, information extraction such as named entity recognition, or basic text classification.
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SaaSHub
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Project mention: Would this method work to increase the memory of the model? Saving summaries generated by a 2nd model and injecting them depending on the current topic. | /r/LocalLLaMA | 2023-06-09
Project mention: How to leverage the state-of-the-art NLP models in Rust | /r/infinilabs | 2023-06-07brew install libtorch brew link libtorch brew ls --verbose libtorch | grep dylib export LIBTORCH=$(brew --cellar pytorch)/$(brew info --json pytorch | jq -r '.[0].installed[0].version') export LD_LIBRARY_PATH=${LIBTORCH}/lib:$LD_LIBRARY_PATH git clone https://github.com/guillaume-be/rust-bert.git cd rust-bert ORT_STRATEGY=system cargo run --example sentence_embeddings
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.
Project mention: Show HN: Next-token prediction in JavaScript – build fast LLMs from scratch | news.ycombinator.com | 2024-04-10This is awesome, thanks. I've been messing with wink's NLP library (https://winkjs.org/wink-nlp/) to transform user queries and format responses so I can make a proper chat bot - will see what I can learn from these!
Project mention: A transformer-based method for zero and few-shot biomedical NER | news.ycombinator.com | 2023-05-12
Hey HN! I'm super excited to share Markup with you, which is a totally free & open-source annotation tool that helps you transform unstructured text (e.g. news articles) into structured data that you can use for building, training, or fine-tuning ML models!
Check it out: https://github.com/samueldobbie/markup
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Ner related posts
- Recent English newswire NER datasets?
- A transformer-based method for zero and few-shot biomedical NER
- Towards a Tagalog NLP pipeline: Building a spaCy model from scratch
- Any large manually annotated NER datasets?
- Speech and Language Processing (3rd ed. draft)
- Microsoft Unveils Genalog: An Open Source, AI Cross-Platform Python Package For Generating Document Images With Synthetic Noise
- [P] German NER on Legal Data using BERT
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A note from our sponsor - WorkOS
workos.com | 28 Apr 2024
Index
What are some of the best open-source Ner projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Chinese-Names-Corpus | 3,824 |
| 2 | DeepKE | 2,929 |
| 3 | rust-bert | 2,418 |
| 4 | NCRFpp | 1,877 |
| 5 | FARM | 1,723 |
| 6 | Recognizers-Text | 1,645 |
| 7 | entity-recognition-datasets | 1,431 |
| 8 | wink-nlp | 1,143 |
| 9 | TencentPretrain | 975 |
| 10 | BERTweet | 557 |
| 11 | ner-annotator | 504 |
| 12 | CogCompNLP | 469 |
| 13 | malaya | 456 |
| 14 | MedCAT | 408 |
| 15 | zshot | 319 |
| 16 | genalog | 295 |
| 17 | bert-sklearn | 293 |
| 18 | DataTurks | 255 |
| 19 | concise-concepts | 240 |
| 20 | markup | 231 |
| 21 | huspacy | 148 |
| 22 | gpt-graph | 63 |
| 23 | embedders | 21 |
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