Model comparison
DeepSeek V4 Flash (Max) vs Gemma 4 12B
Head-to-head evidence from 14 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: DeepSeek V4 Flash (Max) unranked (Not scored); Gemma 4 12B #137 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek V4 Flash (Max) and Gemma 4 12B share 14 comparable benchmark results. 2 of 8 categories are comparable. 31 results are unique to DeepSeek V4 Flash (Max); 9 to Gemma 4 12B.
Updated July 23, 2026- Shared results
- 14
- DeepSeek V4 Flash (Max) only
- 31
- Gemma 4 12B only
- 9
- Comparable categories
- 2 / 8
Treat this as a split decision. DeepSeek V4 Flash (Max) makes more sense if mathematics is the priority or you need the larger 1M context window; Gemma 4 12B is the better fit if knowledge is the priority.
Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 5 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
DeepSeek V4 Flash (Max) and Gemma 4 12B finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
DeepSeek V4 Flash (Max) gives you the larger context window at 1M, compared with 256K for Gemma 4 12B.
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 | DeepSeek V4 Flash (Max) | Δ | Gemma 4 12B |
|---|---|---|---|
| Knowledge | DeepSeek V4 Flash (Max)55.3 | Margin→ 22.2 | Gemma 4 12B77.5 |
| Math | DeepSeek V4 Flash (Max)94.8 | Margin← 17.3 | Gemma 4 12B77.5 |
| Agentic | DeepSeek V4 Flash (Max)63.8 | MarginNo overlap | Gemma 4 12BNot measured |
| Coding | DeepSeek V4 Flash (Max)68.8 | MarginNo overlap | Gemma 4 12BNot measured |
| Reasoning | DeepSeek V4 Flash (Max)Not measured | MarginNo overlap | Gemma 4 12B43.4 |
| Multimodal | DeepSeek V4 Flash (Max)Not measured | MarginNo overlap | Gemma 4 12B69.1 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
GPQA
KnowledgeA 88.1%B 78.8%Winner: DeepSeek V4 Flash (Max)Δ 9.3GPQA: DeepSeek V4 Flash (Max) scored 88.1%; Gemma 4 12B scored 78.8%. DeepSeek V4 Flash (Max) wins this benchmark. - Source ↗
MMLU-Pro
KnowledgeA 86.2%B 77.2%Winner: DeepSeek V4 Flash (Max)Δ 9MMLU-Pro: DeepSeek V4 Flash (Max) scored 86.2%; Gemma 4 12B scored 77.2%. DeepSeek V4 Flash (Max) wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek V4 Flash (Max) | Gemma 4 12B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek V4 Flash (Max)$0.14 input / $0.28 output | Gemma 4 12BNot available | A complete price comparison is not available. |
| Generation speedtokens per second | DeepSeek V4 Flash (Max)Not available | Gemma 4 12BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek V4 Flash (Max)Not available | Gemma 4 12BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek V4 Flash (Max)1M | Gemma 4 12B256K | DeepSeek V4 Flash (Max) lists the larger context window. |
Benchmark Deep Dive
Agentic15 benchmarks
| Benchmark | DeepSeek V4 Flash (Max) | Gemma 4 12B | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 56.9% | — | Not comparable |
| BrowseCompSource | 73.2% | — | Not comparable |
| HLE w/ toolsSource | 45.1% | — | Not comparable |
| MCP AtlasSource | 69% | — | Not comparable |
| GDPval-AASource | 1189 | — | Not comparable |
| ToolathlonSource | 47.8% | — | Not comparable |
| AA Agentic IndexSource | 31.1% | — | Not comparable |
| τ²-bench resultsSource | 95% | 36.3% | DeepSeek V4 Flash (Max) leads |
| GDPval-AASource | 34.4% | — | Not comparable |
| AA BriefcaseSource | 831 | — | Not comparable |
| AA EnterpriseOps-GymSource | 39.6% | — | Not comparable |
| AA Harvey LABSource | 81.3% | — | Not comparable |
| AA ITBenchSource | 31.5% | — | Not comparable |
| AA Tau3 BankingSource | 22.9% | — | Not comparable |
| terminalBenchHardSource | 35.6% | — | Not comparable |
Coding7 benchmarks
| Benchmark | DeepSeek V4 Flash (Max) | Gemma 4 12B | Result |
|---|---|---|---|
| CodeforcesSource | 3052.0 | — | Not comparable |
| SWE-bench VerifiedSource | 79% | — | Not comparable |
| SWE-bench ProSource | 52.6% | — | Not comparable |
| SWE MultilingualSource | 73.3% | — | Not comparable |
| Terminal-Bench 2.0Source | 56.9% | — | Not comparable |
| AA Coding IndexSource | 56.2% | — | Not comparable |
| AA-SciCodeSource | 44.9% | 38.2% | DeepSeek V4 Flash (Max) leads |
Reasoning6 benchmarks
KnowledgeGemma 4 12B wins15 benchmarks
| Benchmark | DeepSeek V4 Flash (Max) | Gemma 4 12B | Result |
|---|---|---|---|
| MMLU-ProSource | 86.2% | 77.2% | DeepSeek V4 Flash (Max) leads |
| SimpleQASource | 34.1% | — | Not comparable |
| Chinese-SimpleQASource | 78.9% | — | Not comparable |
| GPQASource | 88.1% | 78.8% | DeepSeek V4 Flash (Max) leads |
| GPQA-DSource | 88.1% | 78.8% | DeepSeek V4 Flash (Max) leads |
| HLESource | 34.8% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 40.3% | 22.0% | DeepSeek V4 Flash (Max) leads |
| AA-GPQA DiamondSource | 89.4% | 75.3% | DeepSeek V4 Flash (Max) leads |
| AA-HLESource | 32.1% | 14.8% | DeepSeek V4 Flash (Max) leads |
| AA-Omniscience IndexSource | -22.9% | -51.9% | DeepSeek V4 Flash (Max) leads |
| AA-Omniscience AccuracySource | 37.2% | 16.0% | DeepSeek V4 Flash (Max) leads |
| AA-Omniscience Hallucination RateSource | 95.8% | 80.8% | Gemma 4 12B leads |
| AA Openness IndexSource | 50.0% | — | Not comparable |
| HLE w/o toolsSource | — | 5.2% | Not comparable |
| MMMLUSource | — | 83.4% | Not comparable |
MathDeepSeek V4 Flash (Max) wins5 benchmarks
Multimodal5 benchmarks
Inst. Following1 benchmarks
| Benchmark | DeepSeek V4 Flash (Max) | Gemma 4 12B | Result |
|---|---|---|---|
| AA-IFBenchSource | 79.2% | 73.5% | DeepSeek V4 Flash (Max) leads |
Frequently Asked Questions (3)
Which is better, DeepSeek V4 Flash (Max) or Gemma 4 12B?
DeepSeek V4 Flash (Max) and Gemma 4 12B are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for knowledge tasks, DeepSeek V4 Flash (Max) or Gemma 4 12B?
Gemma 4 12B has the edge for knowledge tasks in this comparison, averaging 77.5 versus 55.3. Inside this category, AA-Omniscience Index is the benchmark that creates the most daylight between them.
Which is better for math, DeepSeek V4 Flash (Max) or Gemma 4 12B?
DeepSeek V4 Flash (Max) has the edge for math in this comparison, averaging 94.8 versus 77.5. Gemma 4 12B stays close enough that the answer can still flip depending on your workload.
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