[ { "use_case": "Ultra-fast classification", "recommended": "SmolLM2-135M-Instruct-mobile", "size": "101MB", "speed": "59.7 t/s", "why": "Smallest, fastest, handles simple tasks" }, { "use_case": "On-device chat (budget phone)", "recommended": "Qwen2.5-0.5B-Instruct-mobile-int4", "size": "469MB", "speed": "23.2 t/s (phone)", "why": "Under 500MB, 23 t/s on phone, coherent" }, { "use_case": "On-device chat (mid-range)", "recommended": "Llama-3.2-1B-Instruct-Q4-mobile", "size": "770MB", "speed": "5.4 t/s (phone)", "why": "1B params, better quality, fits in 2GB RAM" }, { "use_case": "Code completion", "recommended": "Qwen2.5-0.5B-Coder-mobile", "size": "1000MB", "speed": "8.0 t/s", "why": "Coder-tuned, small enough for mobile" }, { "use_case": "Math/reasoning", "recommended": "Qwen2.5-Math-1.5B-mobile", "size": "3000MB", "speed": "15.7 t/s", "why": "Math-tuned, good at arithmetic" }, { "use_case": "Arabic chat", "recommended": "Gemma-2B-Arabic-mobile", "size": "1555MB", "speed": "9.4 t/s", "why": "Arabic-capable (partial), gemma format" }, { "use_case": "Function calling", "recommended": "Llama-3.2-1B-FunctionCall-mobile", "size": "1926MB", "speed": "6.0 t/s", "why": "Chat works, FC partial (33% success)" }, { "use_case": "Embedding/RAG", "recommended": "EmbeddingGemma-300M-mobile", "size": "600MB", "speed": "N/A", "why": "Embedding model, not chat" }, { "use_case": "Best quality", "recommended": "Llama-3.2-3B-Instruct-mobile", "size": "6000MB", "speed": "4.8 t/s", "why": "3B params, best quality, needs 4GB+ RAM" }, { "use_case": "Chinese language", "recommended": "Qwen2.5-0.5B-Chinese-mobile", "size": "1000MB", "speed": "16.4 t/s", "why": "Chinese-tuned, verified working" } ]