Gemma 4 26B A4B
Q4 GGUF download: unsloth/gemma-4-26B-A4B-it-GGUF - 16.95 GB on disk, read 2026-10-10. VRAM figures above are estimates; this is the actual file size.
Intelligence benchmarks
Artificial Analysis indexes - compared with the best open and proprietary models
Intelligence
16.7
AA Index
Coding
39.3
AA Index
Agentic
2.9
AA Index
Intelligence Index - Gemma 4 26B A4B vs. the field
Best open-weight models (you can run locally) and leading proprietary models for context.
Coding Index comparison
Agentic Index comparison
Benchmark data from Artificial Analysis · updated 2026-10-19.
Hosted API cost & speed
What it costs to rent this model instead of running it locally
| Metric | Value |
|---|---|
| Input (per 1M tokens) | $0.10 |
| Output (per 1M tokens) | $0.37 |
| Median speed (hosted API) | 71 tok/s |
Median across hosted providers, measured by Artificial Analysis - updated 2026-10-19. Local llama.cpp speed depends on your hardware — see the hardware pages for estimates.
Arena rating (LMArena)
Human preference wins from head-to-head chat battles
| Metric | Value |
|---|---|
| Overall arena rating | 1434.1 |
| Rank (overall) | #90 |
| Battle votes | 6,094 |
Overall rating published by LMArena on 2026-10-15 - a pairwise human-preference Elo across live chat battles; higher is better. Fetched 2026-10-19. Open-weights models compete head-to-head with proprietary ones here — no benchmark prompts, just what people pick.
Standard benchmarks
Performance across standard evaluations
| Benchmark | Score |
|---|---|
| GPQA Diamond | 79.2 |
| HLE | 19.3 |
| SciCode | 40 |
| IFBench | 72.4 |
| Terminal-Bench | 13.6 |
Source: Artificial Analysis component evals - updated 2026-10-19.
Will it run on your hardware?
Pick your GPU memory - see which quantizations fit, and the cheapest card for the rest
Need an exact figure for your context length? Use the VRAM calculator.
Run it locally
Copy-paste - running in under a minute
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Deep dive
Notes, sources, and the full write-up
Gemma 4 26B A4B is a 26.5B-parameter apache-2.0 model from Google. It scores 16.7 on the Artificial Analysis Intelligence Index (coding 22.4). At Q4_K_M it needs roughly 15 GB of VRAM, placing it in the 12–24 GB GPU hardware tier.
Benchmarks
Artificial Analysis Intelligence Index - Gemma 4 26B A4B vs. leading closed models:
| Model | Intelligence | Coding | GPQA |
|---|---|---|---|
| Gemma 4 26B A4B | 31.2 | 22.4 | 79.2 |
| GPT-5.5 (xhigh) | 60.2 | 59.1 | 93.5 |
| Claude Opus 4.8 (max) | 61.4 | 56.7 | 92 |
| Gemini 3.1 Pro Preview | 57.2 | 55.5 | 94.1 |
| Grok 4.3 (high) | 53.2 | 41 | 90.1 |
Source: Artificial Analysis (2026-06-07).
Popularity
Gemma 4 26B A4B has 12,161,679 downloads in the last month on HuggingFace and 1,096 likes.
Frequently asked
Quick answers to common questions
How much VRAM does Gemma 4 26B A4B need?
Gemma 4 26B A4B with 26.5B parameters needs approximately 15 GB at Q4_K_M quantization. Use our VRAM calculator for an exact estimate.
Is Gemma 4 26B A4B better than other google models?
Gemma 4 26B A4B has 26.5B parameters with 262,144 context - a strong choice for general use.
What license is Gemma 4 26B A4B under?
Gemma 4 26B A4B is released under the apache-2.0 license, making it suitable for most commercial and personal projects.
What hardware runs Gemma 4 26B A4B well?
With 26.5B parameters, Gemma 4 26B A4B requires adequate VRAM. High-end GPUs like the RTX 4090 (24GB), RTX 5090 (32GB), or Mac Studio with unified memory are good options. Check our hardware directory for specific recommendations.
What is the best quantization for Gemma 4 26B A4B?
Q4_K_M is the recommended sweet spot - ~98% of FP16 quality at ~27% of the size. Q5_K_M (~19 GB) is an option if you have spare VRAM. Use our VRAM calculator to compare.
How long can Gemma 4 26B A4B's context window handle?
Gemma 4 26B A4B supports a 262,144-token context window - enough for very long documents, codebases, or multi-turn conversations. Real-world usable context may vary by implementation.
What models compete with Gemma 4 26B A4B?
Gemma 4 26B A4B competes with other models in its class. Browse our model directory for comparisons, benchmarks, and community reviews to find the best fit.
Nearby options
Similar models and compatible hardware by spec