Model: Cognitive-Lab/NetraEmbed
Author: Cognitive-Lab
Pipeline: visual-document-retrieval
Library: transformers
Tags: transformers, safetensors, gemma3, any-to-any, vision-language, retrieval, multimodal, multilingual, document-retrieval, matryoshka-embeddings, dense-retrieval, 22-languages, visual-document-retrieval, en, es, fr, de, it, hi, mr, sa, kn, te, ta, ml, zh, ja, ko, ar, bn, gu, or, pa, ru, th, arxiv:2512.03514, base_model:google/gemma-3-4b-it, base_model:finetune:google/gemma-3-4b-it, license:gemma, model-index, text-generation-inference, endpoints_compatible, region:us
Base models (finetune): id: google/gemma-3-4b-it
Card metadata: language: en, es, fr, de, it, hi, mr, sa, kn, te, ta, ml, zh, ja, ko, ar, bn, gu, or, pa, ru, th
license: gemma
library_name: transformers
tags: vision-language, retrieval, multimodal, multilingual, document-retrieval, matryoshka-embeddings, dense-retrieval, 22-languages
pipeline_tag: visual-document-retrieval
base_model: google/gemma-3-4b-it
model-index: name: NetraEmbed
results: task: type: image-text-retrieval
name: Cross-Lingual Document Retrieval
dataset: type: Cognitive-Lab/nayanair-bench
name: Nayana-IR Cross-Lingual
split: test
metrics: type: ndcg_at_5
value: 0.716
name: NDCG@5
verified: no, type: recall_at_10
value: 0.871
name: Recall@10
verified: no, type: map_at_10
value: 0.703
name: MAP@10
verified: no, type: mrr_at_10
value: 0.775
name: MRR@10
verified: no, task: type: image-text-retrieval
name: Monolingual Document Retrieval
dataset: type: Cognitive-Lab/nayanair-bench
name: Nayana-IR Monolingual
split: test
metrics: type: ndcg_at_5
value: 0.738
name: NDCG@5
verified: no, type: recall_at_10
value: 0.844
name: Recall@10
verified: no, type: map_at_10
value: 0.709
name: MAP@10
verified: no, type: mrr_at_10
value: 0.751
name: MRR@10
verified: no, task: type: image-text-retrieval
name: English Document Retrieval
dataset: type: vidore/vidore-benchmark
name: ViDoRe v2
split: test
metrics: type: ndcg_at_5
value: 0.554
name: NDCG@5
verified: no, type: recall_at_10
value: 0.637
name: Recall@10
verified: no, type: map_at_10
value: 0.437
name: MAP@10
verified: no, type: mrr_at_10
value: 0.647
name: MRR@10
verified: no
Likes: 22 | All-time downloads: 844
Created: 2025-12-01 16:32:15