Gemma 4 12B vs Granite Embedding 311m Multilingual r2
At a Glance
| Compare |  Gemma 4 12BGoogle DeepMind | |
|---|---|---|
| Pricing and Limits | ||
| Context windowMaximum documented tokens | 262K | 33K |
| Model facts checked | Sep 3, 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 →
Available Benchmarks
Side-by-Side Facts
| Field | Gemma 4 12B | granite-embedding-311m-multilingual-r2 |
|---|---|---|
| Developer | Google DeepMind | IBM |
| Family | Gemma 4 | Granite Embedding 311m Multilingual R2 |
| Model | Gemma 4 12B | granite-embedding-311m-multilingual-r2 |
| Version | Gemma 4 12B | granite-embedding-311m-multilingual-r2 |
| Lifecycle | active | active |
| Released | 2026-05-23 | 2026-04-29 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text, Image, Video, Audio | Text |
| Output modalities | Text | Embedding |
| Context window | 262K | 33K |
| Total parameters | 12B | 311.7M |
| Active parameters | Unknown | Unknown |
| License | apache-2.0 | apache-2.0 |
| Open weights | Yes | Yes |
| API available | Yes | Yes |
| Self-hostable | Yes | Yes |
| Provider access | Together Ai (Standard) | Hugging Face (Standard) |
| Capabilities | chat, generation, reasoning, structured_outputs, tools | embeddings |
Gemma 4 12B Capabilities
Granite Embedding 311m Multilingual r2 Capabilities
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Primary Evidence
Sources and Freshness
Questions
Gemma 4 12B vs Granite Embedding 311m Multilingual r2 FAQs
Is Gemma 4 12B or Granite Embedding 311m Multilingual r2 better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Gemma 4 12B and Granite Embedding 311m Multilingual r2, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Gemma 4 12B or Granite Embedding 311m Multilingual r2?+
Neither model has a directly sourced input price in this comparison. Neither model has a directly sourced output price in this comparison.
Which has a larger context window, Gemma 4 12B or Granite Embedding 311m Multilingual r2?+
Gemma 4 12B has the larger sourced context window. Gemma 4 12B supports 262K and Granite Embedding 311m Multilingual r2 supports 33K.
Which performs better in benchmarks, Gemma 4 12B or Granite Embedding 311m Multilingual r2?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Gemma 4 12B or Granite Embedding 311m Multilingual r2 be self-hosted?+
Both models have the same recorded self-hosting status: supported. Gemma 4 12B is open weight; Granite Embedding 311m Multilingual r2 is open weight.
Can Gemma 4 12B and Granite Embedding 311m Multilingual r2 understand images?+
Gemma 4 12B is documented with image input; Granite Embedding 311m Multilingual r2 is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Gemma 4 12B or Granite Embedding 311m Multilingual r2?+
Neither has a larger sourced maximum output. Gemma 4 12B is — and Granite Embedding 311m Multilingual r2 is —.
Do Gemma 4 12B and Granite Embedding 311m Multilingual r2 support reasoning and tool use?+
Gemma 4 12B: reasoning, tool calling, and image input. Granite Embedding 311m Multilingual r2: none of these features are definitively sourced. Feature support does not establish relative quality.
Which is available from more inference providers, Gemma 4 12B or Granite Embedding 311m Multilingual r2?+
Gemma 4 12B has 1 sourced provider route; Granite Embedding 311m Multilingual r2 has 1, a tie.
Which offers better value, Gemma 4 12B or Granite Embedding 311m Multilingual r2?+
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.