information-extraction

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

Snips Python library to extract meaning from text

Hypergraph is more powerful. Transform unstructured text into structured knowledge with LLMs. Graphs, hypergraphs, and spatio-temporal extractions — with one command.

MITIE: library and tools for information extraction

Deep neural network to extract intelligent information from invoice documents.

⭐️ NLP Algorithms with transformers lib. Supporting Text-Classification, Text-Generation, Information-Extraction, Text-Matching, RLHF, SFT etc.

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)

PaddleNLP UIE模型的PyTorch版实现

[WWWJ 2024] LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities

In-Context Learning for eXtreme Multi-Label Classification (XMC) using only a handful of examples.

Guideline following Large Language Model for Information Extraction

CIKM2023 Best Demo Paper Award. HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊

Extract knowledge from all information sources using gpt and other language models. Index and make Q&A session with information sources.

AI 小说分析可视化工具 — 角色关系图谱 · 地理地图 · 时间线 · 百科全书 | 支持 Ollama 本地 + 10 大云端 LLM | React + FastAPI + SQLite

PDF解析（文字，章节，表格，图片，参考），基于大模型(ChatGLM2-6B, RWKV)+langchain+streamlit的PDF问答，摘要，信息抽取

[NAACL 2022 Findings] Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction

Advanced document extraction and chunking techniques for retrieval augmented generation that is aware of the layout of documents. Increases knowledge retrieval accuracy and provides control for retrieved knowledge context management

PyTorch implementation and pre-trained models for ASP - Autoregressive Structured Prediction with Language Models, EMNLP 22. https://arxiv.org/pdf/2210.14698.pdf

PyTorch-IE: State-of-the-art Information Extraction in PyTorch