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Comparison of Morph: Morph V3 Large, GLM-5.3, remove_background_guided
3 modelsmorphMorph: Morph V3 LargeRemove ×zai-orgGLM-5.3Remove ×Briaremove_background_guidedRemove ×
What’s differentMorph's high-accuracy apply model for complex code edits. ~4,500 tokens/sec with 98% accuracy for precise code transformations. The model requires the prompt to be in the following format: {instruction}…Reuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max.Prompt-guided background removal by Bria: tell it what to keep or what to remove and get a clean cutout with true transparency, at the original resolution with the original pixels untouched. Trained…
DateJul 7, 2025ListedAug 18, 2026ReleasedOct 14, 2026Listed
Listed rate$0.90 in / $1.90 out/ 1M tokensMorph · via OpenRouter · all routes ↗morph/fp8 · quantization=fp8$0.075 in / $2.20 out/ 1M tokensRelace · via OpenRouter · all routes ↗relaceSee provider quotes
Provider endpoints2 endpoints →59 endpoints →0 endpoints →
AA Intelligence ↗4.3.2Not reported44.78 ↗Effort: max · MaxIndependent resultNot reported
AA-Briefcase ↗1.1Not reported1,506.86 ↗Effort: max · MaxIndependent resultNot reported
GDPval-AA ↗2.1Not reported1,650.31 ↗Effort: max · MaxIndependent resultNot reported
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported62.2% ↗Effort: max · MaxIndependent resultNot reported
Terminal-Bench 4.0 · AA ↗Not reported41.92% ↗Effort: max · MaxHarness unreportedIndependent resultNot reported
SciCode ↗AA Index 4.3.2 collectionNot reported59.03% ↗AA · Under reviewEffort: max · MaxIndependent resultNot reported
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported42.26% ↗Effort: max · MaxIndependent resultNot reported
GDP.pdf ↗AA Index 4.3.2 collectionNot reported11.2% ↗Effort: max · MaxIndependent resultNot reported
CritPt ↗AA Index 4.3.2 collectionNot reported19.14% ↗AA · Under reviewEffort: max · MaxIndependent resultNot reported
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported14.3 ↗Effort: max · MaxIndependent resultNot reported
AA-LCR ↗1.1Not reported79.67% ↗Effort: max · MaxIndependent resultNot reported
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported77.3% ↗Effort: max · single runIndependent resultNot reported
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported73.2% ↗Effort: max · single runIndependent resultNot reported
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported0% ↗Effort: max · single runIndependent resultNot reported
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported82.8% ↗Effort: max · single runIndependent resultNot reported
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported35.9% ↗Effort: max · single runIndependent resultNot reported
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported70.2% ↗Effort: max · single runIndependent resultNot reported
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported85.8% ↗Effort: max · single runIndependent resultNot reported
Context window262.1K1M—
Max output131.1K943.7K—
Parameters———
Tool callingNot reportedSupportedNot reported
Structured outputSupportedSupportedNot reported
ReasoningNot reportedSupportedNot reported
Prompt cachingNot reportedSupportedNot reported
Open weightsNot reportedSupportedNot reported

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