# ERNIE 5.5 Flash Preview vs Gemma 4 12B

> Side-by-side benchmark comparison for ERNIE 5.5 Flash Preview and Gemma 4 12B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ernie-5-5-flash-preview-vs-gemma-4-12b
- Last updated: November 11, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: ERNIE 5.5 Flash Preview and Gemma 4 12B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- ERNIE 5.5 Flash Preview has the larger published context window at 1M.

## Model Snapshot

| Property | ERNIE 5.5 Flash Preview | Gemma 4 12B |
|----------|----------|----------|
| Creator | Baidu | Google |
| Type | Pending | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Independent public score (not head-to-head) | null | 35.22 |
| Benchmarks Covered | 15 | 12 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Gemma 4 12B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 4.0 | 46.50% | Coming soon | Coming soon |
| Terminal-Bench-Science 0.1 | 21.0% | Coming soon | Coming soon |
| AutomationBench | 61.9% | Coming soon | Coming soon |
| APEX-Agents | 64.2% | Coming soon | Coming soon |
| DRACO | 84.9% | Coming soon | Coming soon |
| SpreadsheetBench 2 | 36.4% | Coming soon | Coming soon |
| Agents' Last Exam (CLI) | 29.0% | Coming soon | Coming soon |
| Toolathlon-Verified | 75.0% | Coming soon | Coming soon |
| MCP Atlas | 84.6% | Coming soon | Coming soon |
| BrowseComp | 87.4% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: 28.3 (Estimated · #114/158)

| Benchmark | ERNIE 5.5 Flash Preview | Gemma 4 12B | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 71.2% | Coming soon | Coming soon |
| ProgramBench | 29.5% | Coming soon | Coming soon |
| NL2Repo | 64.8% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 72.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: 32.2 (Supported · #111/158)

| Benchmark | ERNIE 5.5 Flash Preview | Gemma 4 12B | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 43.4% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Gemma 4 12B | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro v2 | 67.9% | Coming soon | Coming soon |
| ExtractBench (LlamaIndex) | Coming soon | 45.39% | Coming soon |
| MMMU-Pro | Coming soon | 69.1% | Coming soon |
| MathVision | Coming soon | 79.7% | Coming soon |
| MedXpertQA (MM) | Coming soon | 48.7% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: 37.9 (Estimated · #121/179)

| Benchmark | ERNIE 5.5 Flash Preview | Gemma 4 12B | Winner |
|-----------|-----------|-----------|--------|
| HLE w/o tools | 46.4% | 5.2% | ERNIE 5.5 Flash Preview |
| GPQA | Coming soon | 78.8% | Coming soon |
| GPQA-D | Coming soon | 78.8% | Coming soon |
| MMLU-Pro | Coming soon | 77.2% | Coming soon |
| MMMLU | Coming soon | 83.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: 90.1 (#28/157)

### Mathematics

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Gemma 4 12B public-lane score: 57.8 (Unranked · 1 rankable row)

| Benchmark | ERNIE 5.5 Flash Preview | Gemma 4 12B | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 77.5% | Coming soon |

## FAQ

### Is there enough evidence to pick between ERNIE 5.5 Flash Preview and Gemma 4 12B?

Not yet. The models share only 1 sourced benchmark row, 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

- [ERNIE 5.5 Flash Preview vs Gemma 4 26B A4B](/compare/ernie-5-5-flash-preview-vs-gemma-4-26b-a4b)
- [Gemma 4 12B vs Gemma 4 26B A4B](/compare/gemma-4-12b-vs-gemma-4-26b-a4b)
- [ERNIE 5.5 Flash Preview vs Gemma 4 31B](/compare/ernie-5-5-flash-preview-vs-gemma-4-31b)
- [Gemma 4 12B vs Gemma 4 31B](/compare/gemma-4-12b-vs-gemma-4-31b)

## Explore More

- [ERNIE 5.5 Flash Preview profile](/models/ernie-5-5-flash-preview)
- [Gemma 4 12B profile](/models/gemma-4-12b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)
