Model comparison
Gemma 3 27B vs Gemma 4 E2B
Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemma 3 27B #164 (Supported); Gemma 4 E2B #162 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemma 3 27B and Gemma 4 E2B share 12 comparable benchmark results. 0 of 8 categories are comparable. 4 results are unique to Gemma 3 27B; 2 to Gemma 4 E2B.
Updated July 23, 2026- Shared results
- 12
- Gemma 3 27B only
- 4
- Gemma 4 E2B only
- 2
- Comparable categories
- 0 / 8
Benchmark data for Gemma 3 27B and Gemma 4 E2B is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Gemma 4 E2B has the larger context window at 128K, compared with 32K for Gemma 3 27B.
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 3 27B | Δ | Gemma 4 E2B |
|---|---|---|---|
| Knowledge | Gemma 3 27BNot measured | MarginNo overlap | Gemma 4 E2B56.9 |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemma 3 27B | Gemma 4 E2B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemma 3 27B$0 input / $0 output | Gemma 4 E2B$0 input / $0 output | Listed prices are equal. |
| Generation speedtokens per second | Gemma 3 27B31 tok/s | Gemma 4 E2BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemma 3 27B2.04 s | Gemma 4 E2BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemma 3 27B32K | Gemma 4 E2B128K | Gemma 4 E2B lists the larger context window. |
Benchmark Deep Dive
Agentic4 benchmarks
Coding2 benchmarks
Reasoning2 benchmarks
Knowledge8 benchmarks
| Benchmark | Gemma 3 27B | Gemma 4 E2B | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 7.4% | 9.3% | Gemma 4 E2B leads |
| AA-GPQA DiamondSource | 42.8% | 37.5% | Gemma 3 27B leads |
| AA-HLESource | 4.7% | 4.8% | Gemma 4 E2B leads |
| AA-Omniscience IndexSource | -65.9% | -24.0% | Gemma 4 E2B leads |
| AA-Omniscience AccuracySource | 12.5% | 6.7% | Gemma 3 27B leads |
| AA-Omniscience Hallucination RateSource | 89.5% | 32.9% | Gemma 4 E2B leads |
| GPQASource | — | 43.4% | Not comparable |
| MMLU-ProSource | — | 60% | Not comparable |
Multimodal1 benchmarks
| Benchmark | Gemma 3 27B | Gemma 4 E2B | Result |
|---|---|---|---|
| AA-MMMU-ProSource | 48.0% | 44.6% | Gemma 3 27B leads |
Inst. Following1 benchmarks
| Benchmark | Gemma 3 27B | Gemma 4 E2B | Result |
|---|---|---|---|
| AA-IFBenchSource | 31.8% | 35.1% | Gemma 4 E2B leads |
Frequently Asked Questions (3)
Can I compare Gemma 3 27B and Gemma 4 E2B on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Gemma 3 27B and Gemma 4 E2B today?
Gemma 3 27B: $0.00 input / $0.00 output per 1M tokens Gemma 4 E2B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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