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Progressive K-Annealing
Training technique in CSRv2 that stabilizes sparsity learning by gradually increasing sparsity constraints, reducing dead neurons from >80% to ~20%.
Supervised Contrastive Objectives
Training technique in CSRv2 that enhances representational quality of sparse embeddings by using labeled data to guide the learning process.
Sentence Transformers v3.0
Major update to the Sentence Transformers library introducing a new SentenceTransformerTrainer for easier fine-tuning, multi-GPU support, improved loss logging, and access to 15,000+ pre-trained models on HuggingFace.
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