MolmoAct 2 vs Granite Embedding 278m Multilingual

At a Glance

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Pricing and Limits
Context windowMaximum documented tokensNot reported1K
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

FieldMolmoAct 2granite-embedding-278m-multilingual
DeveloperAi2IBM
FamilyMolmoAct 2Granite Embedding 278m Multilingual
ModelMolmoAct 2granite-embedding-278m-multilingual
Version2granite-embedding-278m-multilingual
Lifecycleactiveactive
Released2026-05-052024-12-18
Knowledge cutoffUnknownUnknown
Input modalitiesText, Image, Robot stateText
Output modalitiesRobot actionEmbedding
Context windowUnknown1K
Total parameters5B278M
Active parametersUnknownUnknown
Licenseapache-2.0apache-2.0
Open weightsYesYes
API availableNoYes
Self-hostableYesYes
Provider accessUnknownHugging Face (Standard), IBM watsonx.ai (Pay as you go)
Capabilitiesaction-reasoning, bimanual-manipulation, depth-reasoning, fine-tuningembeddings
Robotics model typeAction reasoning modelUnknown
Action representationFlow-matching continuous action expertUnknown
Control architectureMolmo 2-ER backbone with KV-cache bridge and action expertUnknown
Inference locationFlexibleUnknown
Native control rate (Hz)UnknownUnknown
Supported embodimentsSO-100, SO-101, Franka, WidowX, bimanual YAMUnknown
Training dataOpen bimanual YAM, SO-100/SO-101, DROID, BC-Z, Fractal, Bridge, and prior MolmoAct data described by Ai2.Unknown

MolmoAct 2 Capabilities

action-reasoningbimanual-manipulationdepth-reasoningfine-tuning
Model typeAction reasoning model
InferenceFlexible
Action representationFlow-matching continuous action expert
Supported embodiments5
Canonical IDallenai/MolmoAct2

Granite Embedding 278m Multilingual Capabilities

embeddings
Model typeUnknown
InferenceUnknown
Action representationUnknown
Supported embodimentsUnknown
Canonical IDibm-granite/granite-embedding-278m-multilingual

Primary Evidence

Sources and Freshness

Questions

MolmoAct 2 vs Granite Embedding 278m Multilingual FAQs

Is MolmoAct 2 or Granite Embedding 278m Multilingual better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both MolmoAct 2 and Granite Embedding 278m Multilingual, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, MolmoAct 2 or Granite Embedding 278m Multilingual?+

Only Granite Embedding 278m Multilingual has a directly sourced input price: $0.106 per million tokens. Neither model has a directly sourced output price in this comparison.

Which has a larger context window, MolmoAct 2 or Granite Embedding 278m Multilingual?+

Neither model has a larger sourced context window in this comparison. MolmoAct 2 is — and Granite Embedding 278m Multilingual is 1K.

Which performs better in benchmarks, MolmoAct 2 or Granite Embedding 278m Multilingual?+

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

Can MolmoAct 2 or Granite Embedding 278m Multilingual be self-hosted?+

Both models have the same recorded self-hosting status: supported. MolmoAct 2 is open weight; Granite Embedding 278m Multilingual is open weight.

Can MolmoAct 2 and Granite Embedding 278m Multilingual understand images?+

MolmoAct 2 is documented with image input; Granite Embedding 278m Multilingual is not documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, MolmoAct 2 or Granite Embedding 278m Multilingual?+

Neither has a larger sourced maximum output. MolmoAct 2 is — and Granite Embedding 278m Multilingual is —.

Do MolmoAct 2 and Granite Embedding 278m Multilingual support reasoning and tool use?+

MolmoAct 2: reasoning and image input. Granite Embedding 278m Multilingual: none of these features are definitively sourced. Feature support does not establish relative quality.

Which is available from more inference providers, MolmoAct 2 or Granite Embedding 278m Multilingual?+

MolmoAct 2 has 0 sourced provider routes; Granite Embedding 278m Multilingual has 2, so Granite Embedding 278m Multilingual has broader tracked availability.

Which offers better value, MolmoAct 2 or Granite Embedding 278m Multilingual?+

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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