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Head-to-head comparison

Gemma 3 4B vs Phi 3.5 mini instruct

Gemma 3 4B (Google) and Phi 3.5 mini instruct (Microsoft) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 18 August 2026

As of 18 August 2026, Gemma 3 4B holds the stronger ModelCap Index position (#197 vs #200); and Phi 3.5 mini instruct ships open weights.

Which should you choose?

Choose Gemma 3 4B if…

  • you want the stronger overall ModelCap Index position — #197 against #200 (10.9 vs 8.8 points).
  • you want provider choice — 1 listed API providers against 0.
  • you want the more recently listed model — Gemma 3 4B was listed 13 March 2025, Phi 3.5 mini instruct 16 August 2024.

Choose Phi 3.5 mini instruct if…

  • you want to self-host: Phi 3.5 mini instruct ships open weights while Gemma 3 4B is gated access.

Gemma 3 4B vs Phi 3.5 mini instruct: specs, pricing and context

Specification comparison of Gemma 3 4B and Phi 3.5 mini instruct
FieldGemma 3 4BGooglePhi 3.5 mini instructMicrosoft
ModelCap Index position#197#200
Index score10.98.8
EvidenceMeasuredEstimated
Input price / 1M tokens$0.05Unlisted
Output price / 1M tokens$0.10Unlisted
Context window131K tokens— tokens
Max output tokens16K
API providers listed10
Weight accessGated accessOpen weights
Input modalitiesText, ImageText
First listed13 March 202516 August 2024
PublisherGoogleMicrosoft

Evidence: 3 public benchmark observations across 3 boards · start rank interpolated from the launch card's own comparison table against resolved catalogue peers, discounted for measured cross-lab optimism. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Gemma 3 4B vs Phi 3.5 mini instruct

Public benchmark boards where Gemma 3 4B or Phi 3.5 mini instruct has a published result
BoardGemma 3 4BPhi 3.5 mini instructLeads
Arena codingArena (LMArena)12741250–1298Only one result
BFCL V4UC Berkeley (Gorilla)19.6PromptOnly one result
Artificial Analysis Intelligence IndexArtificial Analysis1.0intelligence-indexOnly one result

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

Gemma 3 4B vs Phi 3.5 mini instruct: common questions

Is Gemma 3 4B better than Phi 3.5 mini instruct?

Gemma 3 4B ranks higher on the ModelCap Index as of 18 August 2026: #197 against #200. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.

Is Gemma 3 4B cheaper than Phi 3.5 mini instruct?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, Gemma 3 4B or Phi 3.5 mini instruct?

Both publish a 131K-token context window.

Which is better for coding, Gemma 3 4B or Phi 3.5 mini instruct?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are Gemma 3 4B and Phi 3.5 mini instruct open-weight models?

Gemma 3 4B: Gated access. Phi 3.5 mini instruct: Open weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run Gemma 3 4B and Phi 3.5 mini instruct?

ModelCap currently lists 1 API provider for Gemma 3 4B and 0 for Phi 3.5 mini instruct, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Gemma 3 4B vs Phi 3.5 mini instruct comparison?

Every figure comes from the sealed ModelCap dataset published 18 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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