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Comparison of gemma-3-4b-it, Anthropic: Claude Opus 5.5, Reflection: Beam 1.0 501B A23B
3 modelsUnknowngemma-3-4b-itRemove ×anthropicAnthropic: Claude Opus 5.5Remove ×reflectionReflection: Beam 1.0 501B A23BRemove ×
What’s different131.1K context · 118K max output · Structured outputAlways-on adaptive thinking defaults to medium effort; built for sustained work across large codebases and professional documents.Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.
DateOct 16, 2026DiscoveredSep 22, 2026ReleasedOct 16, 2026Released
Listed rate$0.05 in / $0.10 out/ 1M tokensExperiential · all routes ↗Standard list rate$4.00 in / $20.00 out/ 1M tokensAmazon Bedrock · via OpenRouter · all routes ↗amazon-bedrock$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8
Provider endpoints1 endpoint →14 endpoints →6 endpoints →
AA Intelligence ↗4.3.2Not reported57.62 ↗Effort: max · Max, Default FallbackIndependent result30.33 ↗Effort not specifiedIndependent result
AA-Briefcase ↗1.1Not reported1,802.36 ↗Effort: max · Max, Default FallbackIndependent result976.2 ↗Effort not specifiedIndependent result
GDPval-AA ↗2.1Not reported1,866.27 ↗Effort: max · Max, Default FallbackIndependent result1,177.08 ↗Effort not specifiedIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported69.54% ↗Effort: max · Max, Default FallbackIndependent result48.46% ↗Effort not specifiedIndependent result
Terminal-Bench 4.0 · AA ↗Not reported59.6% ↗Effort: max · Max, Default FallbackHarness unreportedIndependent result3.03% ↗Effort not specifiedHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported66.9% ↗AA · Under reviewEffort: max · Max, Default FallbackIndependent result48.5% ↗AA · Under reviewEffort not specifiedIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported61.35% ↗Effort: max · Max, Default FallbackIndependent result34.66% ↗Effort not specifiedIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported26.2% ↗Effort: max · Max, Default FallbackIndependent result11.6% ↗Effort not specifiedIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported31.71% ↗AA · Under reviewEffort: max · Max, Default FallbackIndependent result13.14% ↗AA · Under reviewEffort not specifiedIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported46.42 ↗Effort: max · Max, Default FallbackIndependent result1.5 ↗Effort not specifiedIndependent result
AA-LCR ↗1.1Not reported84.67% ↗Effort: max · Max, Default FallbackIndependent result78% ↗Effort not specifiedIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported86.53% ↗Effort: max · single run · equal mean of 7 suitesIndependent result55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported86.9% ↗Effort: max · single runIndependent result67.9% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported85% ↗Effort: max · single runIndependent result72.8% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported80% ↗Effort: max · single runIndependent result0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported96.3% ↗Effort: max · single runIndependent result83.9% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported85% ↗Effort: max · single runIndependent result17.3% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported80.3% ↗Effort: max · single runIndependent result66.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported92.2% ↗Effort: max · single runIndependent result80.2% ↗Effort: max · single runIndependent result
Context window131.1K1M1M
Max output118K128K943.7K
Parameters——501B
Tool callingNot reportedSupportedSupported
Structured outputSupportedSupportedSupported
Image inputNot reportedSupportedNot reported
ReasoningNot reportedSupportedSupported
Prompt cachingNot reportedSupportedSupported
Open weightsNot reportedNot reportedSupported

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