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+ {
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+ "base_model": "Qwen/Qwen2.5-1.5B-Instruct",
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+ "model_size": "1.54B parameters",
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+ "model_type": "instruction-tuned LLM",
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+ "dimensions": 1024,
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+ "model2vec_version": "0.7.0",
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+ "custom_corpus": false,
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+ "note": "First-ever Model2Vec distillation of instruction-tuned LLM",
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+ "output_dir": "models/qwen25-deposium-1024d",
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+ "expected_quality": "0.75-0.85+",
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+ "expected_speedup": "500-1000x vs full LLM",
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+ "final_size_mb": 65,
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+ "multilingual": true,
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+ "instruction_aware": true,
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+ "context_length": 32768,
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+ "unique_capabilities": [
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+ "Instruction-aware embeddings",
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+ "Superior semantic understanding",
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+ "Conversational context",
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+ "Code understanding",
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+ "Idiom recognition"
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+ ],
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+ "advantages_vs_competitors": {
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+ "vs_qwen3_embedding": "10x smaller, instruction-aware",
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+ "vs_gemma_768d": "larger base model, instruction-tuned",
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+ "vs_qwen3_256d": "higher quality expected, instruction-aware"
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+ },
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+ "instruction_awareness_score": 0.9198921983524119
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+ }