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Weakly supervised sentence embeddings/Ushahidi
Rekodi ya ushahidi wa mbinu

Weakly supervised sentence embeddings

Weakly supervised sentence embeddings train dense sentence representations using noisy, heuristic, or programmatically generated labels instead of costly human annotation. Labeling functions — rules, distant supervision signals, or lightweight classifiers — supply approximate supervision that a label model aggregates into probabilistic labels, which then guide the sentence encoder to produce task-useful representations at scale.

Sources recorded, not reviewed

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Weakly Supervised Sentence Embeddings
Rekodi ya mbinu ya kiajenda · ml-model / deep-learning
  • Ratner, A., De Sa, C., Wu, S., Selsam, D., & Re, C. (2016). Data Programming: Creating Large Training Sets, Quickly. Advances in Neural Information Processing Systems (NeurIPS), 29. · URL
  • 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). · DOI 10.18653/v1/D19-1410
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Taxonomic bucketBERT-based Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSelf-supervised Sentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Sentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTransfer Learning with Sentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketWeakly supervised BERT-based classificationmachine-suggested · Relational suggestion, not evidence.

Hali ya ushahidi

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Vyanzo

2 nukuu zilizorekodiwa, ziliyonakiliwa kutoka kwa rekodi ya chanzo cha mbinu.

Vitendo

Fungua ukurasa wa mbinu
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