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This repository contains the code and resources accompanying the paper titled "Advancing Entity Recognition in Biomedicine via Instruction Tuning of Large Language Models." The paper explores the use of instruction-based learning paradigm to transform biomedical Named Entity Recognition (NER)…
DeepKE is a knowledge extraction toolkit and framework designed to transform unstructured text into structured knowledge graphs. It provides a pipeline for identifying and classifying named entities, semantic relations, and events, converting raw datasets into structured triples. The project utilizes large language models as tool callers through a standardized context protocol to drive automated data extraction processes. It supports schema-driven extraction across multiple domains and bilingual text, employing joint entity and relation extraction to identify components in a single structured
This repo releases our implementation for the InstructUIE model. - It is built based on the pretrained Flan T5 model, and finetuned on our data (IE INSTRUCTIONS). - If you are looking for NER datasets or models, you may also refer to our recent work: B2NER. It provides a standardized and…
This project is the codebase used for our weak supervision experiments using E3C dataset annotated with InstructGPT-3 and dictionary.
Code for our ACL-2022 paper Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction.
The main features of pluslabnlp/x-gear are: Cross-Domain Learning, Information Extraction Frameworks.
Open-source alternatives to pluslabnlp/x-gear include: bids-xu-lab/bioner-llama — This repository contains the code and resources accompanying the paper titled "Advancing Entity Recognition in… zjunlp/deepke — DeepKE is a knowledge extraction toolkit and framework designed to transform unstructured text into structured… beyonderxx/instructuie — This repo releases our implementation for the InstructUIE model. - It is built based on the pretrained Flan T5 model,… cocacola-lab/collabkg — CollabKG is an open-source IE annotation toolkit that unifies NER, RE, and EE tasks, integrates KG and EKG, and… d-gurgurov/injecting-commonsense-knowledge-into-llms — Project Overview:. arkhn/bio-nlp2023 — This project is the codebase used for our weak supervision experiments using E3C dataset annotated with InstructGPT-3…