entity-matching 开源项目推荐（107 个）

scify /JedAIToolkit

一个开源、高可扩展性的 Java 实体解析工具包。

zentity-io /zentity

Entity resolution for Elasticsearch.

vintasoftware /entity-embed

PyTorch library for transforming entities like companies, products, etc. into vectors to support scalable Record Linkage / Entity Resolution using Approximate Nearest Neighbors.

dell-research-harvard /linktransformer

A convenient way to link, deduplicate, aggregate and cluster data(frames) in Python using deep learning

ing-bank /EntityMatchingModel

Entity Matching Model solves the problem of matching company names between two possibly very large datasets.

AI-team-UoA /pyJedAI

An open-source library that leverages Python’s data science ecosystem to build powerful end-to-end Entity Resolution workflows.

data61 /clkhash

CLK hash: hash pii for entity matching

deweylab /MetaSRA-pipeline

MetaSRA: normalized sample-specific metadata for the Sequence Read Archive

ZJU-DAILY /CollaborEM

Code for the paper "CollaborEM: A Self-supervised Entity Matching Framework Using Multi-features Collaboration". TKDE 2021.

abcsys /libem

Compound AI toolchain for fast and accurate entity matching, powered by LLMs.

ZJU-DAILY /PromptEM

Code for the paper "PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching". VLDB 2023.

wbsg-uni-mannheim /PyDI

The PyDI framework provides methods for end-to-end data integration. The framework covers all steps of the integration process, including schema matching, data translation, entity matching, and data fusion. The framework offers traditional string-based methods as well as modern LLM- and embedding-based techniques for these tasks.

phymbert /spark-search

Spark Search - high performance advanced search features based on Apache Lucene

tshu-w /ComEM

Code for the paper "Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching" (COLING 2025)

ArjitJ /DIAL

Implementation of the paper "Deep Indexed Active Learning for Matching Heterogeneous Entity Representations"

okgreece /Alignment

Alignment, a collaborative, system aided, user driven ontology/vocabulary matching and validation platform.

magantoine /JobSkape

JOBSKAPE: A Framework for Generating Synthetic Job Postings to Enhance Skill Matching

Evnsn /awsome-entity-resolution

A collection of awesome resources regarding Record Linkage.

wbsg-uni-mannheim /winter

WInte.r is a Java framework for end-to-end data integration. The WInte.r framework implements well-known methods for data pre-processing, schema matching, identity resolution, data fusion, and result evaluation.

machuangtao /CE-RAG4EM

[SIGMOD2027] CE-RAG4EM: Cost-Efficient RAG for Entity Matching with LLMs: A Blocking-based Batch Processing Framework