TeamUFAL: WSD+EL as Document Retrieval
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Entity LinkingInformation RetrievalMachine TranslationReading ComprehensionRetrievalWord Sense DisambiguationSimilar Papers 제목 키워드 기반
PARM: A Paragraph Aggregation Retrieval Model for Dense Document-to-Document Retrieval
Dense passage retrieval (DPR) models show great effectiveness gains in first stage retrieval for the web domain. However in the web domain we are in a setting with large amounts of training data and a query-to-passage or…
Passage RetrievalRetrievalAttentionRetriever: Attention Layers are Secretly Long Document Retrievers
Retrieval augmented generation (RAG) has been widely adopted to help Large Language Models (LLMs) to process tasks involving long documents. However, existing retrieval models are not designed for long document retrieval…
ColPali: Efficient Document Retrieval with Vision Language Models
Documents are visually rich structures that convey information through text, but also figures, page layouts, tables, or even fonts. Since modern retrieval systems mainly rely on the textual information they extract from …
document understandingRAGRetrievalRetrieval-augmented Generation+1Document Retrieval using Predication Similarity
Document retrieval has been an important research problem over many years in the information retrieval community. State-of-the-art techniques utilize various methods in matching documents to a given document including ke…
Information RetrievalRetrievalUnifying Multimodal Retrieval via Document Screenshot Embedding
In the real world, documents are organized in different formats and varied modalities. Traditional retrieval pipelines require tailored document parsing techniques and content extraction modules to prepare input for inde…
Language ModellingNatural QuestionsOptical Character Recognition (OCR)Retrieval+1