Qwen3.5 2B Instruct
Qwen / 2B / Q4_K_M / ~1.8 GB
Best for: Chat, Edge tasks·Pop: 75/100
Perf: ~23 tok/s · first token ~0.9s
Best for chat, edge tasks. Strong fit for 8 GB RAM with balanced speed and quality.
An iPhone 16 Pro with a local 4B model is a real offline translator: airplane mode in a foreign country, menus and messages translated on-device, nothing sent anywhere. The A18 Pro makes it fast enough to be a travel tool.
The iPhone 16 Pro is a capable pocket translator. The 6GB AI budget fits 2B-4B multilingual models that handle common pairs offline. The roughly 60 GB/s A18 Pro memory path (est.) keeps single-sentence translations nearly instant. Passive cooling is a non-issue for short bursts, so you can translate all day in short takes.
What changes is privacy and reach. Translate a medical letter or a business email on the spot, offline, and the text never leaves the phone. Qwen's small models cover the main Asian and European pairs at usable quality. Keep documents under a few thousand tokens, because the 8GB budget has no room for long context alongside the weights.
Qwen / 2B / Q4_K_M / ~1.8 GB
Best for: Chat, Edge tasks·Pop: 75/100
Perf: ~23 tok/s · first token ~0.9s
Best for chat, edge tasks. Strong fit for 8 GB RAM with balanced speed and quality.
Gemma / 2B / Q4_K_M / ~1.8 GB
Best for: Chat·Pop: 62/100
Perf: ~23 tok/s · first token ~0.9s
Best for chat. Strong fit for 8 GB RAM with balanced speed and quality.
Qwen / 3B / Q4_K_M / ~2.5 GB
Best for: Chat, Coding·Pop: 64/100
Perf: ~15 tok/s · first token ~1.1s
Best for chat, coding. Strong fit for 8 GB RAM with balanced speed and quality.
Granite / 3B / Q4_K_M / ~2 GB
Best for: Lightweight chat, classification, edge tasks·Pop: 56/100
Perf: ~15 tok/s · first token ~1.1s
Best for lightweight chat, classification, edge tasks. Strong fit for 8 GB RAM with balanced speed and quality.
Gemma / 1B / Q4_K_M / ~1 GB
Best for: Chat, Mobile·Pop: 78/100
Perf: ~46 tok/s · first token ~0.7s
Best for chat, mobile. Strong fit for 8 GB RAM with balanced speed and quality.
Qwen / 1.5B / Q4_K_M / ~1.5 GB
Best for: Chat, Translation·Pop: 58/100
Perf: ~30 tok/s · first token ~0.8s
Best for chat, translation. Strong fit for 8 GB RAM with balanced speed and quality.
Llama / 1B / Q4_K_M / ~1 GB
Best for: Chat·Pop: 60/100
Perf: ~46 tok/s · first token ~0.7s
Best for chat. Strong fit for 8 GB RAM with balanced speed and quality.
Qwen / 0.8B / Q4_K_M / ~0.8 GB
Best for: Chat, Mobile·Pop: 70/100
Perf: ~57 tok/s · first token ~0.6s
Best for chat, mobile. Strong fit for 8 GB RAM with balanced speed and quality.
Very, for text. Paste a message, a menu, an address: a 4B multilingual model renders major languages in a second or two, no SIM card or wifi required. Download the model at home; abroad it costs nothing and works in the metro, the mountains, the plane.
Know the limits: photo-based translation needs a separate OCR step, voice needs a transcription app first, and low-resource languages get rough. For the big tourist and business languages, on-device quality is honestly sufficient.
Test your exact iPhone 16 Pro in the ModelFit wizard to find the translation models that fit your memory budget.
Open ModelFit Wizard