Нейронный информационный поиск

method ID: neuralinformationretrieval

Related Papers

Joint Learning from Labeled and Unlabeled Data for Information Retrieval

Authors: nan

Publication: TIPSTER (2018)

DOI: nan

AbstractRecently, a significant number of studies have focused on neural information retrieval (IR) models. One category of works use unlabeled data to train general word embeddings based on term proximity, …...

5490

Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractThe semantic matching capabilities of neural information retrieval can ameliorate synonymy and polysemy problems of symbolic approaches. However, neural models’ dense representations are more suitable for re-ranking, due to their …...

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ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractNeural information retrieval (IR) has greatly advanced search and other knowledge-intensive language tasks. While many neural IR methods encode queries and documents into single-vector representations, late interaction models produce multi-vector …...

21141