Multi-modal Named Entity Recognition
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Benchmarks
Most implemented
LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition
Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined Knowledge
Named Entity and Relation Extraction with Multi-Modal Retrieval
ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition
Papers
SCANNER: Knowledge-Enhanced Approach for Robust Multi-modal Named Entity Recognition of Unseen Entities
Recent advances in named entity recognition (NER) have pushed the boundary of the task to incorporate visual signals, leading to many variants, including multi-modal NER (MNER) or grounded MNER (GMNER). A key challenge t…
Multi-modal Named Entity Recognitionnamed-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)+1LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition
Grounded Multimodal Named Entity Recognition (GMNER) is a nascent multimodal task that aims to identify named entities, entity types and their corresponding visual regions. GMNER task exhibits two challenging properties:…
Grounded Multimodal Named Entity RecognitionMulti-modal Named Entity Recognitionnamed-entity-recognitionNamed Entity Recognition+6Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined Knowledge
Multimodal Named Entity Recognition (MNER) on social media aims to enhance textual entity prediction by incorporating image-based clues. Existing studies mainly focus on maximizing the utilization of pertinent image info…
Multi-modal Named Entity Recognitionnamed-entity-recognitionNamed Entity RecognitionNamed Entity and Relation Extraction with Multi-Modal Retrieval
Multi-modal named entity recognition (NER) and relation extraction (RE) aim to leverage relevant image information to improve the performance of NER and RE. Most existing efforts largely focused on directly extracting po…
Mixture-of-ExpertsMulti-modal Named Entity RecognitionNamed Entity RecognitionNamed Entity Recognition (NER)+4Flat Multi-modal Interaction Transformer for Named Entity Recognition
Multi-modal named entity recognition (MNER) aims at identifying entity spans and recognizing their categories in social media posts with the aid of images. However, in dominant MNER approaches, the interaction of differe…
Boundary DetectionMulti-modal Named Entity Recognitionnamed-entity-recognitionNamed Entity Recognition+1ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition
Recently, Multi-modal Named Entity Recognition (MNER) has attracted a lot of attention. Most of the work utilizes image information through region-level visual representations obtained from a pretrained object detector a…
Multi-modal Named Entity Recognitionnamed-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)