Granite Embedding 311m Multilingual r2 vs phi-4

At a Glance

Compare
phi-4Microsoft
Pricing and Limits
Input priceFrom · USD / 1M tokensNot reported$0.070Deepinfra · Sep 22, 2026
Output priceFrom · USD / 1M tokensNot reported$0.14Deepinfra · Sep 22, 2026
Context windowMaximum documented tokens33K16K
Model facts checkedAug 28, 2026View model evidence →Aug 28, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Different Model RolesThese models do not share a sourced market category. Their primary-source facts remain comparable below, while performance claims require matched evidence.

Available Benchmarks

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

Fieldgranite-embedding-311m-multilingual-r2phi-4
DeveloperIBMMicrosoft
FamilyGranite Embedding 311m Multilingual R2Phi 4
Modelgranite-embedding-311m-multilingual-r2phi-4
Versiongranite-embedding-311m-multilingual-r2phi-4
Lifecycleactiveactive
Released2026-04-292024-12-12
Knowledge cutoffUnknownUnknown
Input modalitiesTextText
Output modalitiesEmbeddingText
Context window33K16K
Total parameters311.7M14.7B
Active parametersUnknownUnknown
Licenseapache-2.0mit
Open weightsYesYes
API availableYesYes
Self-hostableYesYes
Provider accessHugging Face (Standard)Deepinfra (Standard), Hugging Face (Standard), Openrouter (Standard)
Capabilitiesembeddingschat, generation

Granite Embedding 311m Multilingual r2 Capabilities

embeddings
Serving providers1
Canonical IDibm-granite/granite-embedding-311m-multilingual-r2

phi-4 Capabilities

chatgeneration
Serving providers3
Canonical IDmicrosoft/phi-4

Primary Evidence

Sources and Freshness

Questions

Granite Embedding 311m Multilingual r2 vs phi-4 FAQs

Is Granite Embedding 311m Multilingual r2 or phi-4 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Granite Embedding 311m Multilingual r2 and phi-4, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Granite Embedding 311m Multilingual r2 or phi-4?+

Only phi-4 has a directly sourced input price: $0.070 per million tokens. Only phi-4 has a directly sourced output price: $0.14 per million tokens.

Which has a larger context window, Granite Embedding 311m Multilingual r2 or phi-4?+

Granite Embedding 311m Multilingual r2 has the larger sourced context window. Granite Embedding 311m Multilingual r2 supports 33K and phi-4 supports 16K.

Which performs better in benchmarks, Granite Embedding 311m Multilingual r2 or phi-4?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can Granite Embedding 311m Multilingual r2 or phi-4 be self-hosted?+

Both models have the same recorded self-hosting status: supported. Granite Embedding 311m Multilingual r2 is open weight; phi-4 is open weight.

Can Granite Embedding 311m Multilingual r2 and phi-4 understand images?+

Granite Embedding 311m Multilingual r2 is not documented with image input; phi-4 is not documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Granite Embedding 311m Multilingual r2 or phi-4?+

Neither has a larger sourced maximum output. Granite Embedding 311m Multilingual r2 is — and phi-4 is —.

Do Granite Embedding 311m Multilingual r2 and phi-4 support reasoning and tool use?+

Granite Embedding 311m Multilingual r2: none of these features are definitively sourced. phi-4: none of these features are definitively sourced. Feature support does not establish relative quality.

Which is available from more inference providers, Granite Embedding 311m Multilingual r2 or phi-4?+

Granite Embedding 311m Multilingual r2 has 1 sourced provider route; phi-4 has 3, so phi-4 has broader tracked availability.

Which offers better value, Granite Embedding 311m Multilingual r2 or phi-4?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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