GraphGPT is an LLM knowledge graph generator that extracts entities and relationships from unstructured text to create visual knowledge graphs. It functions as a natural language graph interface and an unstructured data extraction pipeline, transforming raw text into structured triples for mapping complex information networks. The system enables dynamic knowledge mapping by allowing users to build and update network visualizations through conversational queries and text-based instructions. This allows for the conversion of unstructured data into visual graphs to identify patterns and connecti
OpenNRE is a natural language processing library and neural relation extraction framework designed to transform unstructured text into structured relational data. It serves as a toolkit for identifying relationship types between entities and generating entity-relation-entity triples to populate and expand knowledge bases. The framework provides tools for both supervised and distantly supervised relation extraction, allowing neural models to be trained on labeled datasets or via automated pipelines that align knowledge base triples with raw text. The project covers a full information extracti
Entity-Relation-Extraction is a machine learning framework designed to identify entities and their logical connections within unstructured text. It functions as a pipeline that transforms raw documents into structured knowledge graphs by utilizing deep learning models and transformer architectures. The project distinguishes itself through a schema-driven approach, which maps extracted information to predefined relational templates to ensure output consistency. It employs a multi-stage process that combines sequence-labeling token classification with contextual encoding to delineate entity bou
使用预训练语言模型BERT做中文NER
The main features of prohiryu/bert-chinese-ner are: Information Extraction.
Open-source alternatives to prohiryu/bert-chinese-ner include: thunlp/opennre — OpenNRE is a natural language processing library and neural relation extraction framework designed to transform… varunshenoy/graphgpt — GraphGPT is an LLM knowledge graph generator that extracts entities and relationships from unstructured text to create… yuanxiaosc/entity-relation-extraction — Entity-Relation-Extraction is a machine learning framework designed to identify entities and their logical connections… boudinfl/pke — Python Keyphrase Extraction module. eoa-ailab/ner-chinese — Comparison of Chinese Named Entity Recognition Models between NeuroNER and BertNER. crownpku/information-extraction-chinese — Chinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT 中文实体识别与关系提取.
