# Gemma 4 E2B vs Inkling

> Side-by-side benchmark comparison for Gemma 4 E2B and Inkling across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemma-4-e2b-vs-inkling
- Last updated: October 14, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Gemma 4 E2B and Inkling 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.
- Gemma 4 E2B has the lower published output-token price.
- Inkling has the larger published context window at 1M.

## Model Snapshot

| Property | Gemma 4 E2B | Inkling |
|----------|----------|----------|
| Creator | Google | Thinking Machines Lab |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Hybrid |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | 29.83 | 52.13 |
| Benchmarks Covered | 5 | 24 |
| Pricing (input/output) | $0.00 / $0.00 | $1.87 / $4.68 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: Coming soon
- Inkling public-lane score: 36.2 (Supported · #72/124)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| BrowseComp | Coming soon | 77.1% | Coming soon |
| MCP Atlas | Coming soon | 74.1% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 47.6% | Coming soon |
| CWE-bench v1 | Coming soon | 37.0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: 11.2 (Estimated · #139/149)
- Inkling public-lane score: 34 (Supported · #80/149)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 44.0% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 77.6% | Coming soon |
| SWE-bench Pro | Coming soon | 54.3% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| FrontierSWE v2 | Coming soon | 4.1% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.5% | Coming soon |
| SWE-bench (Vals) | Coming soon | 77.6% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: 23.7 (Unranked · 3 rankable rows)
- Inkling public-lane score: 79 (#14/29)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | 19.1% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: 13.4 (#53/54)
- Inkling public-lane score: 67.5 (#35/54)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 44.2% | 73.5% | Inkling |
| CharXiv | Coming soon | 82% | Coming soon |
| CharXiv w/o tools | Coming soon | 78.1% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: 23.4 (Estimated · #174/181)
- Inkling public-lane score: 54.5 (Supported · #62/181)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 43.4% | 87.9% | Inkling |
| MMLU-Pro | 60% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 87.9% | Coming soon |
| HLE | Coming soon | 46% | Coming soon |
| HLE w/o tools | Coming soon | 30% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 87.1% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 86.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: 43.8 (#98/128)
- Inkling public-lane score: 87.6 (#35/128)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Gemma 4 E2B public-lane score: Coming soon
- Inkling public-lane score: 58.3 (#11/12)

| Benchmark | Gemma 4 E2B | Inkling | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.1% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 33.333% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 4.878% | Coming soon |

## FAQ

### Is there enough evidence to pick between Gemma 4 E2B and Inkling?

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

- [Gemma 4 E2B vs Gemma 4 26B A4B](/compare/gemma-4-26b-a4b-vs-gemma-4-e2b)
- [Inkling vs Gemma 4 26B A4B](/compare/gemma-4-26b-a4b-vs-inkling)
- [Gemma 4 E2B vs Gemma 4 31B](/compare/gemma-4-31b-vs-gemma-4-e2b)
- [Inkling vs Gemma 4 31B](/compare/gemma-4-31b-vs-inkling)

## Explore More

- [Gemma 4 E2B profile](/models/gemma-4-e2b)
- [Inkling profile](/models/inkling)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)