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Self-supervised Sentence Embeddings/Bukti
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Self-supervised Sentence Embeddings

Self-supervised sentence embeddings train a neural encoder to map sentences into a dense vector space without requiring manually labeled pairs. By constructing positive examples automatically — for instance by passing the same sentence through dropout twice — and using contrastive objectives, the model learns semantically rich representations that transfer well to similarity, retrieval, and classification tasks.

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Self-supervised Learning for Sentence Embeddings
Rekod kaedah taksonomik · ml-model / deep-learning
  • Gao, T., Yao, X., & Chen, D. (2021). SimCSE: Simple Contrastive Learning of Sentence Embeddings. Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP), 6894–6910. · DOI 10.18653/v1/2021.emnlp-main.552
  • Reimers, N., & Gurevych, I. (2019). Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), 3982–3992. · DOI 10.18653/v1/D19-1410
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Taxonomic bucketBERT-based Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSelf-supervised BERT-based classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSelf-supervised Transformermachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Sentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSentence Embeddingsmachine-suggested · Relational suggestion, not evidence.

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