view article Article mDenseOn with the mLateOn: Open Multilingual, Long-Context, and Code Retrieval Models lightonai • Jul 30 • 39
Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings Paper • 2609.25165 • Published 12 days ago • 77
view article Article NeoMME: an efficient Multimodal-native and Multilingual Encoder Hcompany • 30 days ago • 120
NeoMME: A Single-Tower Multimodal-Native Multilingual Foundation Encoder for Efficient Fine-Tuning and Inference Paper • 2609.01657 • Published Aug 31 • 36
NeoMME Collection Meet NeoMME: a family of 260M and 800M Multimodal-Native Multilingual Encoders • 12 items • Updated 5 days ago • 33
MIMO: Multilingual Information Retrieval via Monolingual Objectives Paper • 2605.31171 • Published May 29 • 4
view article Article Multi-Vector (Late Interaction) Embedding Models with Sentence Transformers +1 tomaarsen, NohTow, raphaelsty • Aug 18 • 118
LAMAR: An Open Language-Aware Multilingual Alignment Reranker Paper • 2607.22042 • Published Jul 24 • 18
bekko-embedding-v1 Collection Compact multilingual embedding models with 8M and 25M active parameters, including pretrained checkpoints and retrieval-fine-tuned releases. • 8 items • Updated Aug 13 • 6
KorFinVDR Collection KorFinVDR: A Benchmark for Korean Visual Document Retrieval and Multimodal RAG in Financial Domain • 5 items • Updated 17 days ago • 1
Simulated Scholar Search (S3) — Models & Datasets Collection Datasets and model checkpoints for training and studying scientific-literature search agents in the S3 local environment. • 3 items • Updated Jul 27 • 3
LightOn-rerank Collection LightOn-rerank models are unified cross-encoder rerankers: Qwen3.5 LoRAs scoring both text passages and document page images against a query. • 6 items • Updated 12 days ago • 6
view article Article One Adapter, Both Modalities: Field Notes from Building and Serving a Multimodal Reranker lightonai • Jul 16 • 20
Inference-Free Multimodal Learned Sparse Retrieval for Production-Scale Visual Document Search Paper • 2605.30917 • Published May 29 • 8
LiveBrowseComp: Are Search Agents Searching, or Just Verifying What They Already Know? Paper • 2605.28721 • Published May 27 • 15
jina-embeddings-v5-text: Task-Targeted Embedding Distillation Paper • 2602.15547 • Published Feb 17 • 32
view article Article MTEB Leaderboard: From a slow demo to feature-rich leaderboard Samoed • Jun 12 • 23