Darwin Family: MRI-Trust-Weighted Evolutionary Merging for Training-Free Scaling of Language-Model Reasoning Paper • 2605.14386 • Published May 14 • 53
view article Article Your model already knows it's wrong. Asking costs 0.06 seconds and zero tokens. FINAL-Bench • 15 days ago • 12
ZTC Models: JEV ecosystems Collection Answer verification from one forward pass, zero generated tokens. Measured against JEV and 10 others on 2,018 identical items. • 12 items • Updated 4 days ago • 45
Nomic Embed: Training a Reproducible Long Context Text Embedder Paper • 2402.01613 • Published Feb 2, 2024 • 19
Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval Paper • 2108.08787 • Published Aug 19, 2021 • 1
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Paper • 2104.08663 • Published Apr 17, 2021 • 5
jina-embeddings-v5-text Collection Our 5th-gen embeddings: two lightweight multilingual models with SOTA performance in retrieval, matching, clustering, and classification. • 29 items • Updated 18 days ago • 42
jina-embeddings-v5-text: Task-Targeted Embedding Distillation Paper • 2602.15547 • Published Feb 17 • 32
jina-embeddings-v5-omni Collection Multimodal (text + image + video + audio) embedding models aligned with jina-embeddings-v5-text-*. Two sizes, four task variants each. • 27 items • Updated 18 days ago • 40
jina-embeddings-v5-omni: Text-Geometry-Preserving Multimodal Embeddings via Frozen-Tower Composition Paper • 2605.08384 • Published May 8 • 11
Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models Paper • 2506.05176 • Published Jun 5, 2025 • 86
Nemotron 3 Embed Collection Open embedding models for enterprise RAG, agentic retrieval, code search, and agent memory. • 3 items • Updated Aug 11 • 41
view article Article NVIDIA Nemotron 3 Embed Ranks #1 Overall on RTEB, Advancing Agentic Retrieval nvidia • Jul 16 • 60
MIRIAD: Augmenting LLMs with millions of medical query-response pairs Paper • 2506.06091 • Published Jun 6, 2025 • 12
Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup Paper • 2101.06983 • Published Jan 18, 2021 • 3