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Comparison of GLM-5.3-Flash, Krea 3 Edit, Reflection: Beam 1.0 501B A23B
3 modelszai-orgGLM-5.3-FlashRemove ×kreaKrea 3 EditRemove ×reflectionReflection: Beam 1.0 501B A23BRemove ×
What’s differentGLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context…Edits and combines reference images using text instructions, with optional prompt expansion, output-size controls, and reproducible generation through a seed.Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.
DateAug 26, 2026ReleasedOct 14, 2026ListedOct 16, 2026Released
Listed rate$0.06 in / $1.80 out/ 1M tokensReka · via OpenRouter · all routes ↗reka$0.025/ megapixelfal · all routes ↗Output + reference images$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8
Provider endpoints46 endpoints →1 endpoint →6 endpoints →
AA Intelligence ↗4.3.241.81 ↗Effort: maxIndependent resultNot reported30.33 ↗Effort not specifiedIndependent result
AA-Briefcase ↗1.11,452.63 ↗Effort: maxIndependent resultNot reported976.2 ↗Effort not specifiedIndependent result
GDPval-AA ↗2.11,642.18 ↗Effort: maxIndependent resultNot reported1,177.08 ↗Effort not specifiedIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection60.37% ↗Effort: maxIndependent resultNot reported48.46% ↗Effort not specifiedIndependent result
Terminal-Bench 4.0 · AA ↗32.83% ↗Effort: maxHarness unreportedIndependent resultNot reported3.03% ↗Effort not specifiedHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection51.62% ↗AA · Under reviewEffort: maxIndependent resultNot reported48.5% ↗AA · Under reviewEffort not specifiedIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection39.85% ↗Effort: maxIndependent resultNot reported34.66% ↗Effort not specifiedIndependent result
GDP.pdf ↗AA Index 4.3.2 collection15.4% ↗Effort: maxIndependent resultNot reported11.6% ↗Effort not specifiedIndependent result
CritPt ↗AA Index 4.3.2 collection15.43% ↗AA · Under reviewEffort: maxIndependent resultNot reported13.14% ↗AA · Under reviewEffort not specifiedIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection7.47 ↗Effort: maxIndependent resultNot reported1.5 ↗Effort not specifiedIndependent result
AA-LCR ↗1.180% ↗Effort: maxIndependent resultNot reported78% ↗Effort not specifiedIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)70.61% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)77.2% ↗Effort: max · single runIndependent resultNot reported67.9% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)70.1% ↗Effort: max · single runIndependent resultNot reported72.8% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)84% ↗Effort: max · single runIndependent resultNot reported0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)80.6% ↗Effort: max · single runIndependent resultNot reported83.9% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)28.4% ↗Effort: max · single runIndependent resultNot reported17.3% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)76.4% ↗Effort: max · single runIndependent resultNot reported66.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)77.6% ↗Effort: max · single runIndependent resultNot reported80.2% ↗Effort: max · single runIndependent result
Context window1M—1M
Max output943.7K—943.7K
Parameters——501B
Tool callingSupportedNot reportedSupported
Structured outputSupportedNot reportedSupported
Image inputSupportedNot reportedNot reported
Video inputSupportedNot reportedNot reported
ReasoningSupportedNot reportedSupported
Prompt cachingSupportedNot reportedSupported
Open weightsSupportedNot reportedSupported

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