Helix 02 vs Granite Embedding 311m Multilingual r2

At a Glance

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Helix 02Figure
Pricing and Limits
Context windowMaximum documented tokensNot reported33K
Model facts checkedAug 29, 2026View model evidence →Aug 28, 2026View model evidence →
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

FieldHelix 02granite-embedding-311m-multilingual-r2
DeveloperFigureIBM
FamilyHelixGranite Embedding 311m Multilingual R2
ModelHelix 02granite-embedding-311m-multilingual-r2
Version02granite-embedding-311m-multilingual-r2
Lifecycleactiveactive
Released2026-01-052026-04-29
Knowledge cutoffUnknownUnknown
Input modalitiesText, Image, Robot stateText
Output modalitiesRobot actionEmbedding
Context windowUnknown33K
Total parametersUnknown311.7M
Active parametersUnknownUnknown
LicenseUnknownapache-2.0
Open weightsNoYes
API availableNoYes
Self-hostableNoYes
Provider accessUnknownHugging Face (Standard)
Capabilitiesdexterous-manipulation, long-horizon-control, tactile-control, whole-body-controlembeddings
Robotics model typeVision-language-action modelUnknown
Action representationFull-body joint targetsUnknown
Control architectureSemantic reasoning, visuomotor policy, and kHz whole-body controllerUnknown
Inference locationOn deviceUnknown
Native control rate (Hz)UnknownUnknown
Supported embodimentsFigure 03Unknown
Training dataFigure reports more than 1,000 hours of human motion data plus sim-to-real reinforcement learning for its whole-body controller.Unknown

Helix 02 Capabilities

dexterous-manipulationlong-horizon-controltactile-controlwhole-body-control
Model typeVision-language-action model
InferenceOn device
Action representationFull-body joint targets
Supported embodiments1
Canonical IDfigure/helix-02

Granite Embedding 311m Multilingual r2 Capabilities

embeddings
Model typeUnknown
InferenceUnknown
Action representationUnknown
Supported embodimentsUnknown
Canonical IDibm-granite/granite-embedding-311m-multilingual-r2

Primary Evidence

Sources and Freshness

Questions

Helix 02 vs Granite Embedding 311m Multilingual r2 FAQs

Is Helix 02 or Granite Embedding 311m Multilingual r2 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Helix 02 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, Helix 02 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, Helix 02 or Granite Embedding 311m Multilingual r2?+

Neither model has a larger sourced context window in this comparison. Helix 02 is — and Granite Embedding 311m Multilingual r2 is 33K.

Which performs better in benchmarks, Helix 02 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 Helix 02 or Granite Embedding 311m Multilingual r2 be self-hosted?+

Granite Embedding 311m Multilingual r2 is the only model in this pair currently marked as self-hostable. Helix 02 is not marked open weight; Granite Embedding 311m Multilingual r2 is open weight.

Can Helix 02 and Granite Embedding 311m Multilingual r2 understand images?+

Helix 02 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, Helix 02 or Granite Embedding 311m Multilingual r2?+

Neither has a larger sourced maximum output. Helix 02 is — and Granite Embedding 311m Multilingual r2 is —.

Do Helix 02 and Granite Embedding 311m Multilingual r2 support reasoning and tool use?+

Helix 02: 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, Helix 02 or Granite Embedding 311m Multilingual r2?+

Helix 02 has 0 sourced provider routes; Granite Embedding 311m Multilingual r2 has 1, so Granite Embedding 311m Multilingual r2 has broader tracked availability.

Which offers better value, Helix 02 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.

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