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Try now ↗ ENTERPRISE Research COMPANY Get API Blog / How Knowledge Distillation Works and When to Use It How Knowledge Distillation Works and When to Use It Sahana Raghuraman , • February 4, 2025 Discover how knowledge distillation makes AI models faster, more efficient, and cost-effective without sacrificing performance. Learn how Arcee AI leverages this technique to optimize models like Virtuoso Lite and Virtuoso-Medium-v2, delivering powerful AI solutions with lower computational demands. Explore the benefits, use cases, and how your organization can implement knowledge distillation to scale AI performance while reducing costs. What if your AI models could work faster, consume fewer resources, and still deliver top-tier performance? Companies like Arcee AI are proving this is possible through knowledge distillation. A prime example is Virtuoso Lite , Arcee AI’s distilled version of DeepSeek-V3, which is now the best sub-14B open model available. Alongside it, Virtuoso-Medium-v2 pushes the boundaries of efficiency in 32B small language models , demonstrating how..."},"evidence_pages":[],"related_signals":[{"id":"15aeaa90-183a-4111-ac12-71167ee53dfa","url":"https://onlylabs.fyi/signals/15aeaa90-183a-4111-ac12-71167ee53dfa","source_url":"https://www.arcee.ai/blog/distilling-kimi-delta-attention-into-afm-4-5b-and-the-tool-we-used-to-do-it","title":"Distilling Kimi Delta Attention Into Afm 4 5b And The Tool We Used To Do It","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-12-15T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"10f8de37-74f2-4642-b3ca-e9e9e14942bd","url":"https://onlylabs.fyi/signals/10f8de37-74f2-4642-b3ca-e9e9e14942bd","source_url":"https://www.arcee.ai/blog/extending-afm-4-5b-to-64k-context-length","title":"Extending Afm 4 5b To 64k Context Length","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-06-23T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"ed741bba-d676-4f60-b0ae-a24f03d7d99c","url":"https://onlylabs.fyi/signals/ed741bba-d676-4f60-b0ae-a24f03d7d99c","source_url":"https://www.arcee.ai/blog/how-arcee-ai-helped-madeline-co-build-a-world-class-reasoning-model-from-first-principles","title":"How Arcee Ai Helped Madeline Co Build A World Class Reasoning Model From First Principles","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-06-06T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"23a84876-b967-4d7b-bf9d-23e74475c117","url":"https://onlylabs.fyi/signals/23a84876-b967-4d7b-bf9d-23e74475c117","source_url":"https://www.arcee.ai/blog/enriching-inventory-data-with-arcee-conductor","title":"Enriching Inventory Data With Arcee Conductor","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-05-09T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"e9dcbabc-7329-4c72-8012-3532a62f5c8b","url":"https://onlylabs.fyi/signals/e9dcbabc-7329-4c72-8012-3532a62f5c8b","source_url":"https://www.arcee.ai/blog/how-do-i-prep-my-data-to-train-an-llm-2","title":"How Do I Prep My Data To Train An Llm 2","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2024-07-09T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"3d9ca054-0d41-4c3d-91b0-27e95059f5bf","url":"https://onlylabs.fyi/signals/3d9ca054-0d41-4c3d-91b0-27e95059f5bf","source_url":"https://www.arcee.ai/blog/case-study-innovating-domain-adaptation-through-continual-pre-training-and-model-merging","title":"Case Study Innovating Domain Adaptation Through Continual Pre Training And Model Merging","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2024-03-19T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"}]}