GoogleGemini 3.5 FlashVSGoogleGemma 4 E2B
Our Take
We recommend Gemini 3.5 Flash if you need peak intelligence and a much larger context window for full-repo analysis, or the free Gemma 4 E2B if you want zero API costs and total offline privacy. While Gemini 3.5 Flash offers superior reasoning capability, Gemma 4 E2B runs entirely on your own local hardware. Choose Gemini 3.5 Flash for repository-scale analysis, or Gemma 4 E2B for zero-cost offline privacy and scripting single-file apps or clearly defined functions.
▶WHY?
Benchmark Calculations & Evidence:
Reasoning Accuracy: Both models were evaluated on the GPQA Diamond benchmark. Gemini 3.5 Flash scored 92.2%, while Gemma 4 E2B scored 43.4% (+48.8% gap).
Coding Performance: Evaluated on different benchmarks. Gemma 4 E2B scored 44% on LiveCodeBench (scripting single-file apps or clearly defined functions), while Gemini 3.5 Flash scored 55.1% on SWE-bench Pro (complex codebases, multi-file repositories, and architectural planning).
Context Window: Gemini 3.5 Flash supports a 1M context window, while Gemma 4 E2B supports 131k.
Hosting Model: Gemma 4 E2B runs locally for $0 API costs, while Gemini 3.5 Flash is a cloud API.
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Benchmarks & Scores
Coding (swe-bench-pro)
55.1%complex codebases, multi-file repositories, and architectural planning
Reasoning (gpqa-diamond)Winner (+48.8%)
92.2%graduate-level science QA
Cost & Context
Cost (per 1M tokens)
$3.38Input: $1.50 | Output: $9.00Context WindowLarger
1.05M tokensBenchmarks & Scores
Coding (live-code-bench)
44%scripting single-file apps or clearly defined functions
Reasoning (gpqa-diamond)
43.4%graduate-level science QA
Cost & Context
Cost (per 1M tokens)
Self HostLocal execution (zero API fees)Context Window
131.07k tokensFrequently Asked Questions about Gemini 3.5 Flash vs Gemma 4 E2B
For coding tasks, Gemini 3.5 Flash scores 55.1% on swe-bench-pro (complex codebases, multi-file repositories, and architectural planning), while Gemma 4 E2B scores 44% on live-code-bench (scripting single-file apps or clearly defined functions).
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