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Phi-4 Mini Instruct

microsoft/Phi-4-mini-instruct

A small multilingual instruction model positioned by Microsoft for reasoning-dense tasks, function calling and broad application experiments.

Direct answer

Where Phi-4 Mini Instruct fits.

A small instruction model with a long documented context window.

Microsoft's pinned model card documents multilingual use, instruction following, function calling and a 128K context limit.

Identity before opinion

The facts this release can support.

Exact model ID
microsoft/Phi-4-mini-instruct
Release identity
Phi-4 / cfbefacb9925
Parameters
3.84B 3,83,60,21,760 recorded
Documented context
1,31,072 tokens Publisher maximum, not a local-fit promise
Input → output
text → text
Weights access
Publicly discoverable files
Listed licence
MIT Read the complete publisher terms
API status
Not reviewed No API identity, price or data policy asserted
Use-case fit

Consider it when…

  • Evaluate multilingual assistant behaviour locally
  • Prototype structured function-calling workflows
  • Test math, logic and instruction adherence on representative inputs
Limits and cautions

Check carefully when…

  • Reasoning capability does not guarantee factual accuracy
  • Function-call formats still depend on the chosen runtime and template
  • The 128K publisher limit is not proof that a particular machine can serve that context
Transparent local planning

What 4-bit weights may ask of the machine.

These are Maviter calculations at an 8,192-token context—not publisher hardware requirements or proof that a runtime supports this release.

01 / Weight floor1.79 GiB

Parameters × 4 bits, converted to GiB.

02 / Runtime + KV3+ GiB

Runtime reserve and formula-backed KV cache.

03 / Planning floor5 GiB

Calculated working set rounded upward.

04 / Comfortable band8 GiB

A planning band with headroom—not a guarantee.

Before adoption

A three-check evaluation is more useful than a leaderboard.

Run the exact publisher release, on the intended runtime, with inputs from the work it must actually perform.

  1. 01Validate the exact chat template in the target runtime
  2. 02Test the required languages with native reviewers
  3. 03Measure memory at the intended context rather than the maximum context
Evidence ledger

Publisher sources, not copied binaries.

Pinned repository treemicrosoft/Phi-4-mini-instructcfbefacb99257ffa30c83adab238a50856ac3083Open source ↗Pinned model cardCapabilities, licence and usage notesREADME.md at the recorded revisionRead card ↗

The evidence ledger pins an exact publisher revision and monitors it for drift. A source check does not independently reproduce benchmarks or certify production suitability.

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Common questions

Know the boundary before downloading.

Can Phi-4 Mini Instruct run locally?

The publisher provides discoverable weights, but runtime support and performance are machine-specific. Use Maviter's fit calculator, then run one controlled test.

Is this an API model?

This record documents downloadable weights. It does not assert a provider-hosted API ID, current price, rate limit or data policy.

Does Maviter host or redistribute the files?

No. The pinned links return to the publisher. Maviter does not mirror binaries or endorse unaudited third-party quantisations.