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Comparison of multilingual-e5-large-instruct, Step-5-Preview, Krea: K3 Edit
3 modelsintfloatmultilingual-e5-large-instructRemove ×stepfun-aiStep-5-PreviewRemove ×kreaKrea: K3 EditRemove ×
What’s differentThe Multilingual-E5 models, initialized from XLM-RoBERTa, support up to 512 tokens per input — any longer text will be silently truncated. To ensure optimal performance, always prefix inputs with “query:”…600B total and 27B active parameters; accepts images and video, with FP8 and BF16 weights for deployment.Edits one to eight reference images from a text prompt, returning one image.
DateApr 17, 2025ListedSep 18, 2026ReleasedOct 15, 2026Listed
Listed rateSee provider quotes$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗See provider quotes
Provider endpoints0 endpoints →6 endpoints →0 endpoints →
AA Intelligence ↗4.3.2Not reported43.73 ↗Effort not specifiedIndependent resultNot reported
AA-Briefcase ↗1.1Not reported1,424.32 ↗Effort not specifiedIndependent resultNot reported
GDPval-AA ↗2.1Not reported1,586.63 ↗Effort not specifiedIndependent resultNot reported
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported50.96% ↗Effort not specifiedIndependent resultNot reported
Terminal-Bench 4.0 · AA ↗Not reported33.33% ↗Effort not specifiedHarness unreportedIndependent resultNot reported
SciCode ↗AA Index 4.3.2 collectionNot reported58.91% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported46.48% ↗Effort not specifiedIndependent resultNot reported
GDP.pdf ↗AA Index 4.3.2 collectionNot reported14.8% ↗Effort not specifiedIndependent resultNot reported
CritPt ↗AA Index 4.3.2 collectionNot reported20.86% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported16.38 ↗Effort not specifiedIndependent resultNot reported
AA-LCR ↗1.1Not reported88.33% ↗Effort not specifiedIndependent resultNot reported
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported76.9% ↗Effort: max · single runIndependent resultNot reported
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported72.8% ↗Effort: max · single runIndependent resultNot reported
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported24% ↗Effort: max · single runIndependent resultNot reported
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported85.6% ↗Effort: max · single runIndependent resultNot reported
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported27.5% ↗Effort: max · single runIndependent resultNot reported
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported63.5% ↗Effort: max · single runIndependent resultNot reported
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported83.8% ↗Effort: max · single runIndependent resultNot reported
Context window5121M65.5K
Max output—64K59K
Parameters———
Tool callingNot reportedSupportedNot reported
Structured outputNot reportedSupportedNot reported
Image inputNot reportedSupportedSupported
Video inputNot reportedSupportedNot reported
ReasoningNot reportedSupportedNot reported
Prompt cachingNot reportedSupportedNot reported
Open weightsNot reportedSupportedNot reported

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