# DeepSeek V3.1 (Reasoning) vs Gemma 4 E2B

> Side-by-side benchmark comparison for DeepSeek V3.1 (Reasoning) and Gemma 4 E2B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/deepseek-v3-1-reasoning-vs-gemma-4-e2b
- Last updated: October 17, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: DeepSeek V3.1 (Reasoning) and Gemma 4 E2B share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | DeepSeek V3.1 (Reasoning) | Gemma 4 E2B |
|----------|----------|----------|
| Creator | DeepSeek | Google |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 128K |
| Independent public score (not head-to-head) | 39.18 | 29.94 |
| Benchmarks Covered | 6 | 5 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- DeepSeek V3.1 (Reasoning) public-lane score: Coming soon
- Gemma 4 E2B public-lane score: 10.9 (Estimated · #140/150)

| Benchmark | DeepSeek V3.1 (Reasoning) | Gemma 4 E2B | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench | 74.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 44.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- DeepSeek V3.1 (Reasoning) public-lane score: 64.8 (Unranked · 2 rankable rows)
- Gemma 4 E2B public-lane score: 23.7 (Unranked · 3 rankable rows)

| Benchmark | DeepSeek V3.1 (Reasoning) | Gemma 4 E2B | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 19.1% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- DeepSeek V3.1 (Reasoning) public-lane score: Coming soon
- Gemma 4 E2B public-lane score: 13.4 (#53/54)

| Benchmark | DeepSeek V3.1 (Reasoning) | Gemma 4 E2B | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 44.2% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- DeepSeek V3.1 (Reasoning) public-lane score: 40.7 (Supported · #116/184)
- Gemma 4 E2B public-lane score: 23.3 (Estimated · #177/184)

| Benchmark | DeepSeek V3.1 (Reasoning) | Gemma 4 E2B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 80.1% | 43.4% | DeepSeek V3.1 (Reasoning) |
| MMLU-Pro | 84.8% | 60% | DeepSeek V3.1 (Reasoning) |
| HLE | 15.9% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- DeepSeek V3.1 (Reasoning) public-lane score: 48.4 (#95/148)
- Gemma 4 E2B public-lane score: 43.8 (#110/148)

### Mathematics

- Winner: Insufficient shared evidence
- DeepSeek V3.1 (Reasoning) public-lane score: Coming soon
- Gemma 4 E2B public-lane score: Coming soon

| Benchmark | DeepSeek V3.1 (Reasoning) | Gemma 4 E2B | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 93.1% | Coming soon | Coming soon |
| AIME 2025 | 88.4% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between DeepSeek V3.1 (Reasoning) and Gemma 4 E2B?

Not yet. The models share only 2 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [DeepSeek V3.1 (Reasoning) vs DeepSeek V3.1](/compare/deepseek-v3-1-vs-deepseek-v3-1-reasoning)
- [Gemma 4 E2B vs DeepSeek V3.1](/compare/deepseek-v3-1-vs-gemma-4-e2b)
- [DeepSeek V3.1 (Reasoning) vs Gemma 4 26B A4B](/compare/deepseek-v3-1-reasoning-vs-gemma-4-26b-a4b)
- [Gemma 4 E2B vs Gemma 4 26B A4B](/compare/gemma-4-26b-a4b-vs-gemma-4-e2b)

## Explore More

- [DeepSeek V3.1 (Reasoning) profile](/models/deepseek-v3-1-reasoning)
- [Gemma 4 E2B profile](/models/gemma-4-e2b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)