| Guidance-Based Prompt Data Augmentation in Specialized Domains for Named Entity Recognition | Jul 26, 2024 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| Learning Robust Named Entity Recognizers From Noisy Data With Retrieval Augmentation | Jul 26, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Label Alignment and Reassignment with Generalist Large Language Model for Enhanced Cross-Domain Named Entity Recognition | Jul 24, 2024 | Cross-Domain Named Entity RecognitionLanguage Modeling | —Unverified | 0 |
| Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service | Jul 22, 2024 | Hallucinationnamed-entity-recognition | —Unverified | 0 |
| Text-to-Battery Recipe: A language modeling-based protocol for automatic battery recipe extraction and retrieval | Jul 22, 2024 | Information RetrievalLanguage Modeling | —Unverified | 0 |
| Multi-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition | Jul 17, 2024 | Grounded Multimodal Named Entity RecognitionMachine Reading Comprehension | CodeCode Available | 1 |
| MMM: Multilingual Mutual Reinforcement Effect Mix Datasets & Test with Open-domain Information Extraction Large Language Models | Jul 15, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| WojoodNER 2024: The Second Arabic Named Entity Recognition Shared Task | Jul 13, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| DANIEL: A fast Document Attention Network for Information Extraction and Labelling of handwritten documents | Jul 12, 2024 | Document Layout Analysisdocument understanding | CodeCode Available | 1 |
| FsPONER: Few-shot Prompt Optimization for Named Entity Recognition in Domain-specific Scenarios | Jul 10, 2024 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 0 |
| TokenVerse: Towards Unifying Speech and NLP Tasks via Transducer-based ASR | Jul 5, 2024 | Action DetectionActivity Detection | CodeCode Available | 0 |
| Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework | Jul 5, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation? | Jul 2, 2024 | Data Augmentationnamed-entity-recognition | CodeCode Available | 0 |
| Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks | Jul 2, 2024 | Dimensionality Reductionnamed-entity-recognition | —Unverified | 0 |
| Bridging the Gap: Transfer Learning from English PLMs to Malaysian English | Jul 1, 2024 | Language Modellingnamed-entity-recognition | —Unverified | 0 |
| Show Less, Instruct More: Enriching Prompts with Definitions and Guidelines for Zero-Shot NER | Jul 1, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via Adapters | Jul 1, 2024 | Knowledge GraphsLanguage Modeling | CodeCode Available | 0 |
| Large Language Models Struggle in Token-Level Clinical Named Entity Recognition | Jun 30, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| eFontes. Part of Speech Tagging and Lemmatization of Medieval Latin Texts.A Cross-Genre Survey | Jun 29, 2024 | Lemmatizationnamed-entity-recognition | —Unverified | 0 |
| BioMNER: A Dataset for Biomedical Method Entity Recognition | Jun 28, 2024 | Information Retrievalnamed-entity-recognition | —Unverified | 0 |
| TocBERT: Medical Document Structure Extraction Using Bidirectional Transformers | Jun 27, 2024 | Document SummarizationHierarchical Text Segmentation | —Unverified | 0 |
| Annotation Errors and NER: A Study with OntoNotes 5.0 | Jun 27, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs | Jun 27, 2024 | Information ExtractionNamed Entity Recognition | CodeCode Available | 1 |
| Improving Entity Recognition Using Ensembles of Deep Learning and Fine-tuned Large Language Models: A Case Study on Adverse Event Extraction from Multiple Sources | Jun 26, 2024 | Deep LearningEvent Extraction | —Unverified | 0 |
| Mapping the Past: Geographically Linking an Early 20th Century Swedish Encyclopedia with Wikidata | Jun 25, 2024 | Articlesnamed-entity-recognition | CodeCode Available | 0 |
| Retrieval Augmented Instruction Tuning for Open NER with Large Language Models | Jun 25, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Transformer-based Named Entity Recognition with Combined Data Representation | Jun 25, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| In-Context Learning on a Budget: A Case Study in Token Classification | Jun 19, 2024 | Domain AdaptationIn-Context Learning | —Unverified | 0 |
| Medical Spoken Named Entity Recognition | Jun 19, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Composited-Nested-Learning with Data Augmentation for Nested Named Entity Recognition | Jun 18, 2024 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition | Jun 17, 2024 | DiversityDomain Adaptation | CodeCode Available | 1 |
| Augmenting Biomedical Named Entity Recognition with General-domain Resources | Jun 15, 2024 | Language ModellingMulti-Task Learning | CodeCode Available | 0 |
| GLiNER multi-task: Generalist Lightweight Model for Various Information Extraction Tasks | Jun 14, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Improving Autoregressive Training with Dynamic Oracles | Jun 13, 2024 | Machine Translationnamed-entity-recognition | —Unverified | 0 |
| Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation | Jun 11, 2024 | Grounded Multimodal Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Curating Grounded Synthetic Data with Global Perspectives for Equitable AI | Jun 10, 2024 | ArticlesDiversity | —Unverified | 0 |
| DeviceBERT: Applied Transfer Learning With Targeted Annotations and Vocabulary Enrichment to Identify Medical Device and Component Terminology in FDA Recall Summaries | Jun 8, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Fighting Against the Repetitive Training and Sample Dependency Problem in Few-shot Named Entity Recognition | Jun 8, 2024 | few-shot-nerFew-shot NER | —Unverified | 0 |
| llmNER: (Zero|Few)-Shot Named Entity Recognition, Exploiting the Power of Large Language Models | Jun 6, 2024 | few-shot-nerFew-shot NER | —Unverified | 0 |
| Assessing the Performance of Chinese Open Source Large Language Models in Information Extraction Tasks | Jun 4, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Synergizing Unsupervised and Supervised Learning: A Hybrid Approach for Accurate Natural Language Task Modeling | Jun 3, 2024 | Language Modellingnamed-entity-recognition | —Unverified | 0 |
| Improving Pseudo Labels with Global-Local Denoising Framework for Cross-lingual Named Entity Recognition | Jun 3, 2024 | Cross-Lingual NERDenoising | CodeCode Available | 1 |
| GAMedX: Generative AI-based Medical Entity Data Extractor Using Large Language Models | May 31, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| C^3Bench: A Comprehensive Classical Chinese Understanding Benchmark for Large Language Models | May 28, 2024 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Exploring Alignment in Shared Cross-lingual Spaces | May 23, 2024 | Machine Translationnamed-entity-recognition | CodeCode Available | 0 |
| CPE-Identifier: Automated CPE identification and CVE summaries annotation with Deep Learning and NLP | May 22, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| CoNLL#: Fine-grained Error Analysis and a Corrected Test Set for CoNLL-03 English | May 20, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| MSNER: A Multilingual Speech Dataset for Named Entity Recognition | May 19, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| CoNECo: A corpus for named entity recognition and normalization of protein complexes | May 18, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Evaluation of large language model performance on the Biomedical Language Understanding and Reasoning Benchmark | May 17, 2024 | Document ClassificationLanguage Modeling | —Unverified | 0 |