Automatic Term Extraction NLP Tools

Tools for automatically identifying and extracting domain-specific terms, technical terminology, and named entities from unstructured text documents. Does NOT include general named entity recognition (NER), keyword extraction for intent analysis, or fact extraction.

There are 41 automatic term extraction tools tracked. 6 score above 50 (established tier). The highest-rated is ziqizhang/jate at 67/100 with 84 stars.

Get all 41 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	ziqizhang/jate JATE - Just Automatic Term Extraction (in Python)	67	Established	84	Python
2	mcs07/ChemDataExtractor Automatically extract chemical information from scientific documents	59	Established	349	Python
3	brucewlee/lftk [BEA @ ACL 2023] General-purpose tool for linguistic features extraction;...	55	Established	149	Python
4	mmmaurer/elfen A python package to efficiently extract linguistic features for text/NLP datasets	54	Established	28	Python
5	strangetom/ingredient-parser A tool to parse recipe ingredients into structured data	52	Established	139	Python
6	explosion/projects 🪐 End-to-end NLP workflows from prototype to production	51	Established	1,423	Python
7	swabhs/open-sesame A frame-semantic parsing system based on a softmax-margin SegRNN.	49	Emerging	240	Python
8	pryndor/Lixplore_cli A powerful Unix-inspired command-line tool for searching scientific...	47	Emerging	24	Python
9	kevinlu1248/pyate PYthon Automated Term Extraction	43	Emerging	318	HTML
10	zjunlp/OntoProtein [ICLR 2022] OntoProtein: Protein Pretraining With Gene Ontology Embedding	42	Emerging	151	Python
11	gorgitko/molminer Python library and command-line tool for extracting compounds from...	42	Emerging	47	Python
12	bafgreat/fairmofsyncondition A robust Python module for predicting the synthesis conditions of MOFs. It...	41	Emerging	2	Jupyter Notebook
13	brucewlee/lingfeat [EMNLP 2021] LingFeat - A Comprehensive Linguistic Features Extraction...	40	Emerging	132	Python
14	FACTSlab/glazing Unified data models and interfaces for syntactic and semantic frame ontologies.	38	Emerging	6	Python
15	aoldoni/tetre TETRE: a Toolkit for Exploring Text for Relation Extraction	36	Emerging	75	Python
16	robinvanschaik/flair-on-gcp This repository adds examples on how to train Flair on Google Cloud Platform...	36	Emerging	10	—
17	ljvmiranda921/spacy-span-analyzer Simple tool to analyze spans in your dataset. Implementation of Papay et...	35	Emerging	6	Python
18	buaaliuming/Awesome-Resources-for-Scholarly-Big-Data Tools, datasets, Corpus and Venue Challenge for scholarly big data——Pick up...	34	Emerging	54	—
19	CederGroupHub/text2chem RegEx-based text parser that converts chemical terms and material entities...	34	Emerging	4	Python
20	peter-grajcar/clause-extraction Utility for clause extraction from complex sentences	31	Emerging	4	Python
21	prit2596/NLP-Template-Extraction Template Extraction from unstructured Wikipedia text using NLP techniques.	30	Emerging	41	Jupyter Notebook
22	dnaaun/openFraming Tools for automatic frame discovery and labeling based on topic modeling and...	30	Emerging	9	CSS
23	hexuandeng/NewTerm Implementation for our paper “NewTerm: Benchmarking Real-Time New Terms for...	29	Experimental	4	Python
24	michaelmml/NLP-Information-Extraction Automated PDF and text processing with Spacy and NLTK; information...	27	Experimental	16	Jupyter Notebook
25	seanox/seanox-ai-nlp Modular NLP tools for domain-specific semantic matching and structured data	27	Experimental	—	Python
26	ParvaShah/Template_Extraction_NLP This project is about Template Extraction from a document using NLP Techniques	27	Experimental	7	Jupyter Notebook
27	theseekersutd/Research-Paper-Template-Extractor Given repository extracts the templates from research papers using natural...	25	Experimental	4	Jupyter Notebook
28	k-kaundal/sah-kse Semantic Adaptive Hash & Knowledge Seed Engine — compress knowledge into...	24	Experimental	3	Python
29	Abhinand20/AUTO-ONTO Tool to automatically extract keyphrases from text spanning across vast...	23	Experimental	3	Jupyter Notebook
30	hay/wiki-text-nlp Extract 'Did you know?' facts from Wikipedia articles	21	Experimental	9	Jupyter Notebook
31	honghanhh/terminology-extraction Terminology extraction on ACTER using Transformer-based language models	20	Experimental	8	Jupyter Notebook
32	RaziehZare/Speech-Processing-Ontology A formal OWL ontology representing 79 core concepts in speech processing....	20	Experimental	1	—
33	ispasic/FlexiTerm-Python Repository for FlexiTerm: a software tool to automatically recognise...	19	Experimental	4	HTML
34	harshit158/paper-dots Automatic insights extraction and annotation tool from research papers	18	Experimental	2	Jupyter Notebook
35	alipascal/extract-rdf-from-text Projet universitaire d'extraction d'entités triplets (sujet-prédicat-objet)...	11	Experimental	—	HTML
36	jeredhiggins/KeyIntentNER-T KeyIntentNER-T is a Keyword Intent, Named Entity Recognition (NER), & Google...	11	Experimental	—	Python
37	scarandriy/NeuroMine LLM-powered pipeline for mining and structuring neuroprotective compound...	11	Experimental	—	TypeScript
38	SoniaMola/SemanticsExtraction The aim of the project is to extract from Natural Language relevant semantic...	11	Experimental	3	Jupyter Notebook
39	carinhopm/topic-extraction Novel implementation for Topic Extraction	10	Experimental	2	Jupyter Notebook
40	nicolaCirillo/termdomain A domain-aware automatic term extraction tool.	10	Experimental	1	Jupyter Notebook
41	Ethan-Liu-Ethan/MariATE_RANLP_2025 Supplementary materials for the paper "MariATE: Automatic Term Extraction...	10	Experimental	1	—

Comparisons in this category

jate and pyate (67 vs 43) lftk and lingfeat (55 vs 40)