Model comparison
Gemini 2.5 Pro vs Gemma 4 E2B
Head-to-head evidence from 13 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Gemini 2.5 Pro #70 (Supported); Gemma 4 E2B #162 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Gemini 2.5 Pro and Gemma 4 E2B share 13 comparable benchmark results. 1 of 8 categories are comparable. 11 results are unique to Gemini 2.5 Pro; 1 to Gemma 4 E2B.
Updated July 23, 2026- Shared results
- 13
- Gemini 2.5 Pro only
- 11
- Gemma 4 E2B only
- 1
- Comparable categories
- 1 / 8
Pick Gemini 2.5 Pro if you want the stronger benchmark profile. Gemma 4 E2B only becomes the better choice if knowledge is the priority or you want the cheaper token bill.
Confidence note. This is a partial-evidence comparison with 13 shared benchmark results across 6 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Gemini 2.5 Pro is clearly ahead on the BenchAlign aggregate, 57.25 to 41.82. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemini 2.5 Pro is also the more expensive model on tokens at $1.25 input / $10.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Gemma 4 E2B. That is roughly Infinityx on output cost alone. Gemma 4 E2B is the reasoning model in the pair, while Gemini 2.5 Pro is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Gemini 2.5 Pro gives you the larger context window at 1M, compared with 128K for Gemma 4 E2B.
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 | Gemini 2.5 Pro | Δ | Gemma 4 E2B |
|---|---|---|---|
| Knowledge | Gemini 2.5 Pro27.4 | Margin→ 29.5 | Gemma 4 E2B56.9 |
| Coding | Gemini 2.5 Pro63.8 | MarginNo overlap | Gemma 4 E2BNot measured |
| Math | Gemini 2.5 Pro11.6 | MarginNo overlap | Gemma 4 E2BNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
GPQA
KnowledgeA 83%B 43.4%Winner: Gemini 2.5 ProΔ 39.6GPQA: Gemini 2.5 Pro scored 83%; Gemma 4 E2B scored 43.4%. Gemini 2.5 Pro wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Gemini 2.5 Pro | Gemma 4 E2B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Gemini 2.5 Pro$1.25 input / $10 output | Gemma 4 E2B$0 input / $0 output | Gemma 4 E2B has the lower combined listed price. |
| Generation speedtokens per second | Gemini 2.5 Pro117 tok/s | Gemma 4 E2BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Gemini 2.5 Pro21.19 s | Gemma 4 E2BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Gemini 2.5 Pro1M | Gemma 4 E2B128K | Gemini 2.5 Pro lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
Coding4 benchmarks
Reasoning2 benchmarks
KnowledgeGemma 4 E2B wins9 benchmarks
| Benchmark | Gemini 2.5 Pro | Gemma 4 E2B | Result |
|---|---|---|---|
| GPQASource | 83% | 43.4% | Gemini 2.5 Pro leads |
| HLESource | 18.8% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 25.8% | 9.3% | Gemini 2.5 Pro leads |
| AA-GPQA DiamondSource | 84.4% | 37.5% | Gemini 2.5 Pro leads |
| AA-HLESource | 21.1% | 4.8% | Gemini 2.5 Pro leads |
| AA-Omniscience IndexSource | -14.3% | -24.0% | Gemini 2.5 Pro leads |
| AA-Omniscience AccuracySource | 39.0% | 6.7% | Gemini 2.5 Pro leads |
| AA-Omniscience Hallucination RateSource | 87.4% | 32.9% | Gemma 4 E2B leads |
| MMLU-ProSource | — | 60% | Not comparable |
Math2 benchmarks
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | Gemini 2.5 Pro | Gemma 4 E2B | Result |
|---|---|---|---|
| AA-IFBenchSource | 48.7% | 35.1% | Gemini 2.5 Pro leads |
Frequently Asked Questions (2)
Which is better, Gemini 2.5 Pro or Gemma 4 E2B?
Gemini 2.5 Pro is ahead on BenchLM's BenchAlign leaderboard, 57.25 to 41.82. The biggest single separator in this matchup is GPQA, where the scores are 83% and 43.4%.
Which is better for knowledge tasks, Gemini 2.5 Pro or Gemma 4 E2B?
Gemma 4 E2B has the edge for knowledge tasks in this comparison, averaging 56.9 versus 27.4. Inside this category, AA-Omniscience Hallucination Rate is the benchmark that creates the most daylight between them.
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