| Improving Pseudo Labels with Global-Local Denoising Framework for Cross-lingual Named Entity Recognition | Jun 3, 2024 | Cross-Lingual NERDenoising | CodeCode Available | 1 |
| ParaNames 1.0: Creating an Entity Name Corpus for 400+ Languages using Wikidata | May 15, 2024 | Multilingual Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| OpenBA-V2: Reaching 77.3% High Compression Ratio with Fast Multi-Stage Pruning | May 9, 2024 | Common Sense Reasoningnamed-entity-recognition | CodeCode Available | 1 |
| MetaIE: Distilling a Meta Model from LLM for All Kinds of Information Extraction Tasks | Mar 30, 2024 | AllLanguage Modeling | CodeCode Available | 1 |
| CHisIEC: An Information Extraction Corpus for Ancient Chinese History | Mar 22, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| ProgGen: Generating Named Entity Recognition Datasets Step-by-step with Self-Reflexive Large Language Models | Mar 17, 2024 | Attributenamed-entity-recognition | CodeCode Available | 1 |
| VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models | Feb 28, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data | Feb 23, 2024 | DiversityFew-shot NER | CodeCode Available | 1 |
| CMNER: A Chinese Multimodal NER Dataset based on Social Media | Feb 21, 2024 | Miscellaneousnamed-entity-recognition | CodeCode Available | 1 |
| A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction | Feb 20, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical Domain | Feb 20, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition | Feb 15, 2024 | Grounded Multimodal Named Entity RecognitionMulti-modal Named Entity Recognition | CodeCode Available | 1 |
| PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition | Feb 7, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| The Radiation Oncology NLP Database | Jan 19, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models | Dec 13, 2023 | Class Incremental LearningIncremental Learning | CodeCode Available | 1 |
| nerblackbox: A High-level Library for Named Entity Recognition in Python | Dec 7, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Filtered Semi-Markov CRF | Nov 29, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| nach0: Multimodal Natural and Chemical Languages Foundation Model | Nov 21, 2023 | Decodermodel | CodeCode Available | 1 |
| Taiyi: A Bilingual Fine-Tuned Large Language Model for Diverse Biomedical Tasks | Nov 20, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets | Nov 16, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models | Nov 15, 2023 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| Universal NER: A Gold-Standard Multilingual Named Entity Recognition Benchmark | Nov 15, 2023 | Cross-Lingual NERMultilingual Named Entity Recognition | CodeCode Available | 1 |
| Developing a Named Entity Recognition Dataset for Tagalog | Nov 13, 2023 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| calamanCy: A Tagalog Natural Language Processing Toolkit | Nov 13, 2023 | Dependency Parsingnamed-entity-recognition | CodeCode Available | 1 |
| LLMaAA: Making Large Language Models as Active Annotators | Oct 30, 2023 | Active LearningDataset Generation | CodeCode Available | 1 |
