A training and inference framework for open ner and re models! 信息抽取（实体抽取、关系抽取、事件抽取）模型的统一训练和推理框架，包含丰富的开源SOTA模型

A Python framework for automating domain-agnostic and domain-specific Knowledge Graphs from unstructured text. Integrates NLP and Neo4j for entity extraction, relationship mapping, and semantic enrichment. Ideal for text mining and analytics, with support for temporal and event tagging.

Awesome papers about generative Information Extraction (IE) using Large Language Models (LLMs)

BKEE: Pioneering Event Extraction in the Vietnamese Language

Evaluating ChatGPT’s Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness

Guideline following Large Language Model for Information Extraction

[EMNLP'21] Visual News: Benchmark and Challenges in News Image Captioning

[ACL 2024] IEPile: A Large-Scale Information Extraction Corpus

A standardized, fair, and reproducible benchmark for evaluating event extraction approaches

The online version is temporarily unavailable because we cannot afford the key. You can clone and run it locally. Note: we set defaul openai key. If keys exceed plan and are invalid, please tell us. The response speed depends on openai. ( sometimes, the official is too crowded and slow)

This is a meta-model distilled from LLMs for information extraction. This is an intermediate checkpoint that can be well-transferred to all kinds of downstream information extraction tasks.

Open-domain Event Extraction and Embedding for Natural Gas Market Prediction

GWU 2021 Capstone Project- Data Science MS

An unsupervised method to automatically detect episodes (significant subevents) and their respective text segments given a key news event corpus.

A list of NLP resources focused on event extraction task

This is the public repository of AAAI 2024 paper "Is a Large Language Model a Good Annotator for Event Extraction"

LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities

[EMNLP 2023 (Findings)] Schema-adaptable Knowledge Graph Construction

An Evaluation of ChatGPT on Information Extraction task, including Named Entity Recognition (NER), Relation Extraction (RE), Event Extraction (EE) and Aspect-based Sentiment Analysis (ABSA).

A Paper List of Low-resource Information Extraction