ATE-2: State-of-the-Art Armenian Text Embeddings and the ArmBench-TextEmbed Benchmark
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AI & ML interests
AI Research Lab based in Yerevan, Armenia. Focus areas: Document AI, multi-modal embeddings, Armenian LLM.
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Welcome to Metric AI Research Lab 👋
We are a frontier AI research lab based in Yerevan, Armenia.
We are continuously releasing open source models in Document AI, multimodal (document) embeddings and Armenian LLM.
Feel free to visit our webpage: https://metric.am/
Collection of Visual Document Retriever models.
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Metric-AI/colqwen2.5-3b-multilingual
Visual Document Retrieval • Updated • 153 • 16 -
Metric-AI/ColQwenStella-2b-multilingual
Visual Document Retrieval • Updated • 7 • 9 -
Metric-AI/ColQwen2.5-3b-multilingual-v1.0
Visual Document Retrieval • Updated • 505 • 9 -
Metric-AI/ColQwen2.5-7b-multilingual-v1.0
Visual Document Retrieval • Updated • 841 • 16
Collection of text embedders and LLMs (pretrained and instruction tuned) for Armenian.
Collection of Visual Document Retriever models.
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Metric-AI/colqwen2.5-3b-multilingual
Visual Document Retrieval • Updated • 153 • 16 -
Metric-AI/ColQwenStella-2b-multilingual
Visual Document Retrieval • Updated • 7 • 9 -
Metric-AI/ColQwen2.5-3b-multilingual-v1.0
Visual Document Retrieval • Updated • 505 • 9 -
Metric-AI/ColQwen2.5-7b-multilingual-v1.0
Visual Document Retrieval • Updated • 841 • 16
models 9
Metric-AI/armenian-text-embeddings-1
Feature Extraction • 0.3B • Updated • 772 • 20
Metric-AI/armenian-text-embeddings-2-base
Feature Extraction • 0.3B • Updated • 133 • 2
Metric-AI/armenian-text-embeddings-2-large
Feature Extraction • 0.6B • Updated • 193 • 2
Metric-AI/colqwen2.5-3b-base
4B • Updated • 1
Metric-AI/colqwen2.5-3b-multilingual
Visual Document Retrieval • Updated • 153 • 16
Metric-AI/ColQwen2.5-3b-multilingual-v1.0
Visual Document Retrieval • Updated • 505 • 9
Metric-AI/ColQwen2.5-7b-multilingual-v1.0
Visual Document Retrieval • Updated • 841 • 16
Metric-AI/ColQwenStella-2b-multilingual
Visual Document Retrieval • Updated • 7 • 9
Metric-AI/ColQwenStella-base-2b
2B • Updated • 4
datasets 20
Metric-AI/reddit_10K_hye
Viewer • Updated • 20.9k • 3
Metric-AI/retrieval_dataset_hye
Viewer • Updated • 184 • 10
Metric-AI/ms_marco_hye
Viewer • Updated • 10k • 16
Metric-AI/mteb_sts_hye
Viewer • Updated • 3.13k • 37
Metric-AI/PT_data_phase_2_test_llama_256
Viewer • Updated • 429k • 347
Metric-AI/colpali-train-set-ir-0_9
Viewer • Updated • 118k • 5
Metric-AI/mmlu-pro-hy-test
Viewer • Updated • 1k • 28
Metric-AI/armenian-language-test-2025-1
Viewer • Updated • 69 • 31
Metric-AI/armenian-language-test-2025-4
Viewer • Updated • 69 • 21
Metric-AI/armenian-language-test-2025-3
Viewer • Updated • 69 • 25