Model: remodlai/nova-embeddings-v1
Author: remodlai
Pipeline: feature-extraction
Library: transformers
Tags: transformers, safetensors, embeddings, multimodal, vision, code, multilingual, instruction-tuning, retrieval, text-matching, sentence-similarity, late-interaction, multi-vector, mteb, vidore, lora, adapter, nova, runtime-instructions, feature-extraction, en, zh, ja, ko, ar, de, es, fr, hi, it, pt, ru, arxiv:2506.18902, base_model:Qwen/Qwen2.5-VL-3B-Instruct, base_model:adapter:Qwen/Qwen2.5-VL-3B-Instruct, license:other, model-index, endpoints_compatible, region:us
Base models (adapter): id: Qwen/Qwen2.5-VL-3B-Instruct
Card metadata: language: multilingual, en, zh, ja, ko, ar, de, es, fr, hi, it, pt, ru
license: other
license_name: qwen-research-license
license_link: https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct
library_name: transformers
pipeline_tag: feature-extraction
tags: embeddings, multimodal, vision, code, multilingual, instruction-tuning, retrieval, text-matching, sentence-similarity, late-interaction, multi-vector, mteb, vidore, lora, adapter, nova, runtime-instructions, feature-extraction
base_model: Qwen/Qwen2.5-VL-3B-Instruct, jinaai/jina-embeddings-v4
metrics: precision, recall, ndcg, mrr
model-index: name: nova-embeddings-v1
results: task: type: retrieval
name: Legal Document Retrieval
dataset: name: US Case Law Corpus
type: legal-retrieval
metrics: type: precision@10
value: 79.1
name: P@10 (with instructions)
verified: no, type: precision@10
value: 62.3
name: P@10 (baseline)
verified: no, task: type: retrieval
name: Medical Literature Search
dataset: name: PubMed Abstracts
type: medical-retrieval
metrics: type: ndcg@20
value: 0.843
name: NDCG@20 (with instructions)
verified: no, type: ndcg@20
value: 0.701
name: NDCG@20 (baseline)
verified: no, task: type: retrieval
name: Financial Compliance
dataset: name: SEC Filings
type: financial-retrieval
metrics: type: mrr
value: 0.712
name: MRR (with instructions)
verified: no, type: mrr
value: 0.554
name: MRR (baseline)
verified: no, task: type: code-retrieval
name: Code Search
dataset: name: GitHub Functions
type: code-search
metrics: type: exact_match@5
value: 53.8
name: EM@5 (with instructions)
verified: no, type: exact_match@5
value: 41.2
name: EM@5 (baseline)
verified: no
Likes: 0 | All-time downloads: 1924
Created: 2025-10-09 15:45:59