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Starred repositories

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Named Entity Recognition, Entity Linking, and more

114 10 Updated Jan 2, 2025

A demonstration of the paper NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings

Python 37 5 Updated Sep 13, 2025

Official code for our paper "An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction" which will be published at AAAI 2024.

Python 55 8 Updated Jan 3, 2024

A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.

Python 16,822 1,182 Updated Nov 2, 2025

Tevatron - Unified Document Retrieval Toolkit across Scale, Language, and Modality. Demo in SIGIR 2023, SIGIR 2025.

Python 702 118 Updated Oct 5, 2025

Structured Outputs

Python 12,815 645 Updated Oct 27, 2025
Python 65 17 Updated Nov 6, 2025

[EMNLP 2022] TemporalWiki: A Lifelong Benchmark for Training and Evaluating Ever-Evolving Language Models

Python 74 5 Updated May 15, 2024

A comprehensive, unified and modular event extraction toolkit.

Python 397 38 Updated Dec 18, 2024

Source code for TACL paper "KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation".

Python 209 23 Updated May 3, 2024

Structured Prediction for Entity Linking

Python 37 8 Updated Aug 2, 2024

Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning

Python 3,613 547 Updated Jul 18, 2025

A comprehensive benchmark for entity disambiguation

Python 28 1 Updated Jun 29, 2023

[ACL-2024]Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training

Python 38 3 Updated Oct 28, 2024

ReFinED is an efficient and accurate entity linking (EL) system.

Python 223 49 Updated Dec 13, 2024

Bi-encoder entity linking architecture

Python 51 9 Updated Sep 10, 2024
Python 10 Updated Nov 21, 2024

Repository for Temporal Entity Linking (TempEL), accepted to NeurIPS 2022 Dataset and Benchmarks

Python 9 3 Updated Feb 6, 2023

🙌 OpenHands: Code Less, Make More

Python 64,813 7,875 Updated Nov 9, 2025

Repository for our EMNLP 2024 paper: DynamicER

Python 7 Updated Oct 28, 2024
Python 183 28 Updated Dec 5, 2019

Language model fine-tuning on NER with an easy interface and cross-domain evaluation. "T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition, EACL 2021"

Python 396 42 Updated May 11, 2023

A library for minimum Bayes risk (MBR) decoding

Python 49 6 Updated Nov 2, 2025

Label shift estimation for transfer difficulty with Familiarity.

Python 10 1 Updated Feb 4, 2025

A soft and fast pattern matcher for billion-scale corpora.

Python 64 7 Updated Feb 26, 2025

Thesaurus Based Weakly (Distant) Supervised Named Entity Recognizer

Python 1 Updated Apr 3, 2025

Guideline following Large Language Model for Information Extraction

Python 409 28 Updated Oct 27, 2024

Document-Level Multi-Event Extraction with Event Proxy Nodes and Hausdorff Distance Minimization

Python 16 1 Updated Nov 3, 2023

Source code for ACL-IJCNLP 2021 Long paper: Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker.

Python 106 26 Updated Jun 29, 2021
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