Embeddings

pplx-embed-v2
https://huggingface.co/collections/perplexity-ai/pplx-embed-v2

harrier-oss-v1 is a family of multilingual text embedding models developed by Microsoft
https://huggingface.co/microsoft/harrier-oss-v1-0.6b

LLM2VEC-GEN: Generative Embeddings from Large Language Models
https://github.com/McGill-NLP/llm2vec-gen

voyage-4-nano
https://huggingface.co/voyageai/voyage-4-nano

LFM2-ColBERT-350M: One Model to Embed Them All
https://huggingface.co/LiquidAI/LFM2-ColBERT-350M

MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction
https://arxiv.org/abs/2509.18095

EmbeddingGemma
https://huggingface.co/blog/embeddinggemma

mmBERT: A Modern Multilingual Encoder
https://huggingface.co/jhu-clsp/mmBERT-base