# ERNIE 5.5 Flash Preview vs Raw Qwen3 4B Instruct 2507 direct logits

> Side-by-side benchmark comparison for ERNIE 5.5 Flash Preview and Raw Qwen3 4B Instruct 2507 direct logits across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ernie-5-5-flash-preview-vs-raw-qwen3-4b-instruct-2507
- Last updated: November 11, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for ERNIE 5.5 Flash Preview and Raw Qwen3 4B Instruct 2507 direct logits.

## Summary

- ERNIE 5.5 Flash Preview and Raw Qwen3 4B Instruct 2507 direct logits do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | ERNIE 5.5 Flash Preview | Raw Qwen3 4B Instruct 2507 direct logits |
|----------|----------|----------|
| Creator | Baidu | Alibaba |
| Type | Pending | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 15 | 2 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Raw Qwen3 4B Instruct 2507 direct logits | 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
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 71.2% | Coming soon | Coming soon |
| ProgramBench | 29.5% | Coming soon | Coming soon |
| NL2Repo | 64.8% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | Coming soon | 40.95 | Coming soon |
| JevBench 1.5 | Coming soon | 62.14 | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro v2 | 67.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Raw Qwen3 4B Instruct 2507 direct logits public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Raw Qwen3 4B Instruct 2507 direct logits | Winner |
|-----------|-----------|-----------|--------|
| HLE w/o tools | 46.4% | Coming soon | Coming soon |

## FAQ

### Can I compare ERNIE 5.5 Flash Preview and Raw Qwen3 4B Instruct 2507 direct logits on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [ERNIE 5.5 Flash Preview vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-ernie-5-5-flash-preview)
- [Raw Qwen3 4B Instruct 2507 direct logits vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-raw-qwen3-4b-instruct-2507)
- [ERNIE 5.5 Flash Preview vs Gemini 4 Carbon](/compare/ernie-5-5-flash-preview-vs-gemini-4-carbon)
- [Raw Qwen3 4B Instruct 2507 direct logits vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-raw-qwen3-4b-instruct-2507)

## Explore More

- [ERNIE 5.5 Flash Preview profile](/models/ernie-5-5-flash-preview)
- [Raw Qwen3 4B Instruct 2507 direct logits profile](/models/raw-qwen3-4b-instruct-2507)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)