Model comparison
Gemma 4 26B A4B vs Gemma 4 31B
Head-to-head evidence from 20 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Sibling matchup inside the Gemma 4 family.
Public leaderboard positions: Gemma 4 26B A4B #67 (Supported); Gemma 4 31B #43 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemma 4 26B A4B and Gemma 4 31B share 20 comparable benchmark results. 2 of 8 categories are comparable. 0 results are unique to Gemma 4 26B A4B; 9 to Gemma 4 31B.
Updated July 23, 2026- Shared results
- 20
- Gemma 4 26B A4B only
- 0
- Gemma 4 31B only
- 9
- Comparable categories
- 2 / 8
Gemma 4 26B A4B makes more sense if you want this variant’s specific profile, while Gemma 4 31B is the cleaner fit if knowledge is the priority.
Confidence note. This is a partial-evidence comparison with 20 shared benchmark results across 6 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Gemma 4 26B A4B and Gemma 4 31B sit in the same Gemma 4 family. This page is less about two unrelated model lineages and more about how the siblings trade off on benchmark shape, token costs, and practical limits like context window.
Gemma 4 31B is clearly ahead on the BenchAlign aggregate, 61.08 to 57.96. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemma 4 31B's sharpest advantage is in knowledge, where it averages 52.9 against 43.4. The single biggest benchmark swing on the page is HLE, 17.2% to 26.5%.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Gemma 4 26B A4B | Δ | Gemma 4 31B |
|---|---|---|---|
| Knowledge | Gemma 4 26B A4B43.4 | Margin→ 9.5 | Gemma 4 31B52.9 |
| Multimodal | Gemma 4 26B A4B73.8 | Margin→ 3.1 | Gemma 4 31B76.9 |
| Coding | Gemma 4 26B A4BNot measured | MarginNo overlap | Gemma 4 31B41.6 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
HLE
KnowledgeA 17.2%B 26.5%Winner: Gemma 4 31BΔ 9.3HLE: Gemma 4 26B A4B scored 17.2%; Gemma 4 31B scored 26.5%. Gemma 4 31B wins this benchmark. - Source ↗
MMMU-Pro
MultimodalA 73.8%B 76.9%Winner: Gemma 4 31BΔ 3.1MMMU-Pro: Gemma 4 26B A4B scored 73.8%; Gemma 4 31B scored 76.9%. Gemma 4 31B wins this benchmark. - Source ↗
MMLU-Pro
KnowledgeA 82.6%B 85.2%Winner: Gemma 4 31BΔ 2.6MMLU-Pro: Gemma 4 26B A4B scored 82.6%; Gemma 4 31B scored 85.2%. Gemma 4 31B wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemma 4 26B A4B | Gemma 4 31B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemma 4 26B A4B$0 input / $0 output | Gemma 4 31B$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Gemma 4 26B A4BNot available | Gemma 4 31BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemma 4 26B A4BNot available | Gemma 4 31BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemma 4 26B A4B256K | Gemma 4 31B256K | Listed context windows are equal. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | Gemma 4 26B A4B | Gemma 4 31B | Result |
|---|---|---|---|
| AA Agentic IndexSource | 11.0% | 14.4% | Gemma 4 31B leads |
| τ²-bench resultsSource | 43.6% | 59.9% | Gemma 4 31B leads |
| GDPval-AASource | 13.1% | 15.2% | Gemma 4 31B leads |
| GDPval-AASource | 761 | 804 | Gemma 4 31B leads |
| Gert LabsSource | — | 35.26% | Not comparable |
| AA EnterpriseOps-GymSource | — | 28.3% | Not comparable |
| AA ITBenchSource | — | 37.3% | Not comparable |
| AA Tau3 BankingSource | — | 15.1% | Not comparable |
| terminalBenchHardSource | — | 36.4% | Not comparable |
Coding4 benchmarks
Reasoning2 benchmarks
KnowledgeGemma 4 31B wins11 benchmarks
| Benchmark | Gemma 4 26B A4B | Gemma 4 31B | Result |
|---|---|---|---|
| MMLU-ProSource | 82.6% | 85.2% | Gemma 4 31B leads |
| HLESource | 17.2% | 26.5% | Gemma 4 31B leads |
| HLE w/o toolsSource | 8.7% | 19.5% | Gemma 4 31B leads |
| Artificial Analysis Intelligence IndexSource | 25.7% | 29.4% | Gemma 4 31B leads |
| AA-GPQA DiamondSource | 79.2% | 85.7% | Gemma 4 31B leads |
| AA-HLESource | 18.3% | 22.7% | Gemma 4 31B leads |
| AA-Omniscience IndexSource | -48.1% | -45.4% | Gemma 4 31B leads |
| AA-Omniscience AccuracySource | 18.2% | 19.9% | Gemma 4 31B leads |
| AA-Omniscience Hallucination RateSource | 80.9% | 81.6% | Gemma 4 26B A4B leads |
| GPQASource | — | 84.3% | Not comparable |
| AA Openness IndexSource | — | 38.9% | Not comparable |
MultimodalGemma 4 31B wins2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Gemma 4 26B A4B | Gemma 4 31B | Result |
|---|---|---|---|
| AA-IFBenchSource | 72.4% | 75.6% | Gemma 4 31B leads |
Frequently Asked Questions (3)
Which is better, Gemma 4 26B A4B or Gemma 4 31B?
Gemma 4 26B A4B and Gemma 4 31B are sibling variants in the Gemma 4 family, so the right pick depends on whether you value the better benchmark line, cheaper tokens, or the larger context window. Gemma 4 31B is ahead on BenchLM's BenchAlign leaderboard 61.08 to 57.96.
Which is better for knowledge tasks, Gemma 4 26B A4B or Gemma 4 31B?
Gemma 4 31B has the edge for knowledge tasks in this comparison, averaging 52.9 versus 43.4. Inside this category, HLE w/o tools is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, Gemma 4 26B A4B or Gemma 4 31B?
Gemma 4 31B has the edge for multimodal and grounded tasks in this comparison, averaging 76.9 versus 73.8. Inside this category, AA-MMMU-Pro is the benchmark that creates the most daylight between them.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
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