Awesome papers about generative Information Extraction (IE) using Large Language Models (LLMs)
☆1,054Nov 18, 2024Updated last year
Alternatives and similar repositories for Awesome-LLM4IE-Papers
Users that are interested in Awesome-LLM4IE-Papers are comparing it to the libraries listed below
Sorting:
- Universal information extraction with instruction learning☆393Feb 28, 2025Updated last year
- The online version is temporarily unavailable because we cannot afford the key. You can clone and run it locally. Note: we set defaul ope…☆828May 28, 2024Updated last year
- An Open-sourced Knowledgable Large Language Model Framework.☆1,376Jan 11, 2025Updated last year
- A Paper List of Low-resource Information Extraction☆134Nov 16, 2024Updated last year
- 中文命名实体识别。包含目前最新的中文命名实体识别论文、中文实体识别相关工具、数据集，以及中文预训练模型、词向量、实体识别综述等。☆760Jul 4, 2025Updated 8 months ago
- Unified Structure Generation for Universal Information Extraction☆954Jul 30, 2022Updated 3 years ago
- Guideline following Large Language Model for Information Extraction☆429Oct 27, 2024Updated last year
- This is the github repository for the paper at NAACL 2024: Self-Improving for Zero-Shot Named Entity Recognition with Large Language Mode…☆52Mar 17, 2024Updated last year
- [ACL 2024 Findings] Code implementation of Paper "Rethinking Negative Instances for Generative Named Entity Recognition"☆60Mar 20, 2024Updated last year
- 雅意信息抽取大模型：在百万级人工构造的高质量信息抽取数据上进行指令微调，由中科闻歌算法团队研发。 (Repo for YAYI Unified Information Extraction Model)☆315Aug 8, 2024Updated last year
- [ACL 2024] IEPile: A Large-Scale Information Extraction Corpus☆211Jan 9, 2025Updated last year
- [Paper List] Papers integrating knowledge graphs (KGs) and large language models (LLMs)☆2,150Mar 2, 2026Updated last week
- ☆36Nov 28, 2025Updated 3 months ago
- [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction☆4,328Jul 19, 2025Updated 7 months ago
- ☆274Apr 26, 2023Updated 2 years ago
- An Evaluation of ChatGPT on Information Extraction task, including Named Entity Recognition (NER), Relation Extraction (RE), Event Extrac…☆134Jan 17, 2024Updated 2 years ago
- [EMNLP2024] Aligning Large Language Models on Information Extraction☆54Nov 4, 2024Updated last year
- EMNLP'2023 (Findings): Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!☆47Apr 12, 2024Updated last year
- This is a meta-model distilled from LLMs for information extraction. This is an intermediate checkpoint that can be well-transferred to a…☆28Feb 23, 2025Updated last year
- [COLING 2025] Official Repo for Paper "Beyond Boundaries: Learning Universal Entity Taxonomy across Datasets and Languages for Open Named…☆26Feb 5, 2026Updated last month
- code for ACL 2023 paper 'Event Extraction as Question Generation and Answering'☆24Aug 13, 2023Updated 2 years ago
- PaddleNLP UIE模型的PyTorch版实现☆683Aug 13, 2023Updated 2 years ago
- ☆83Sep 14, 2024Updated last year
- A comprehensive, unified and modular event extraction toolkit.☆404Dec 18, 2024Updated last year
- [ACL 2024] An Easy-to-use Instruction Processing Framework for LLMs.☆409Dec 23, 2024Updated last year
- [ACL 23] CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors☆40Dec 14, 2025Updated 2 months ago
- Awesome papers about unifying LLMs and KGs☆2,572May 2, 2025Updated 10 months ago
- Retrieval and Retrieval-augmented LLMs☆11,352Dec 15, 2025Updated 2 months ago
- 信息抽 取相关论文。☆78Apr 13, 2023Updated 2 years ago
- Source code and dataset for EMNLP 2022 paper "MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subev…☆91Aug 26, 2023Updated 2 years ago
- ☆2,124May 8, 2024Updated last year
- ⭐️ NLP Algorithms with transformers lib. Supporting Text-Classification, Text-Generation, Information-Extraction, Text-Matching, RLHF, SF…☆2,410Sep 29, 2023Updated 2 years ago
- CRE-LLM: A Domain-Specific Chinese Relation Extraction Framework with Fine-tuned Large Language Model☆25Apr 27, 2024Updated last year
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)☆67,966Updated this week
- ☆373Dec 4, 2023Updated 2 years ago
- An open-source and powerful Information Extraction toolkit based on GPT (GPT for Information Extraction; GPT4IE for short)。Note: we set a…☆177May 24, 2023Updated 2 years ago
- Code for paper "ProgGen: Generating Named Entity Recognition Datasets Step-by-step with Self-Reflexive Large Language Models"☆17Mar 29, 2024Updated last year
- LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction (ACL 2…☆14Aug 12, 2024Updated last year
- The official GitHub page for the survey paper "A Survey of Large Language Models".☆12,115Mar 11, 2025Updated 11 months ago