# ERNIE 5.5 Flash Preview vs Ling 3.1 Flash

> Side-by-side benchmark comparison for ERNIE 5.5 Flash Preview and Ling 3.1 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ernie-5-5-flash-preview-vs-ling-3-1-flash
- Last updated: November 11, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Ling 3.1 Flash leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Ling 3.1 Flash has the higher overall point estimate 65.26 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is DeepSWE in Coding, with scores of 71.2% and 59.7%.
- ERNIE 5.5 Flash Preview also has the larger context window at 1M.

## Model Snapshot

| Property | ERNIE 5.5 Flash Preview | Ling 3.1 Flash |
|----------|----------|----------|
| Creator | Baidu | InclusionAI |
| Type | Pending | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 262K |
| Overall Score | null | 65.26 |
| Benchmarks Covered | 15 | 17 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: 63 (Estimated · #20/132)

| Benchmark | ERNIE 5.5 Flash Preview | Ling 3.1 Flash | 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% | 52.5% | ERNIE 5.5 Flash Preview |
| APEX-Agents | 64.2% | Coming soon | Coming soon |
| DRACO | 84.9% | 85.5% | Ling 3.1 Flash |
| 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% | 83% | ERNIE 5.5 Flash Preview |
| BrowseComp | 87.4% | 91.7% | Ling 3.1 Flash |
| skillsBench | Coming soon | 68.7% | Coming soon |
| CyberGym | Coming soon | 87.9% | Coming soon |
| Finance Agent v2 | Coming soon | 57.9% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 81.2% | Coming soon |
| τ³-bench results | Coming soon | 47.8% | Coming soon |
| WideResearch | Coming soon | 83.3% | Coming soon |

### Coding

- Winner: Not comparable
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: 58.1 (Estimated · #24/158)

| Benchmark | ERNIE 5.5 Flash Preview | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 71.2% | 59.7% | ERNIE 5.5 Flash Preview |
| ProgramBench | 29.5% | Coming soon | Coming soon |
| NL2Repo | 64.8% | Coming soon | Coming soon |
| terminalBench4 | Coming soon | 46.0% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 64.5% | Coming soon |
| SWE Multilingual | Coming soon | 88.5% | Coming soon |
| SWE-bench Pro | Coming soon | 68.7% | Coming soon |

### Reasoning

- Winner: Not comparable
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: 61.6 (Estimated · #28/158)

### Multimodal & Grounded

- Winner: Not comparable
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro v2 | 67.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- ERNIE 5.5 Flash Preview public-lane score: Coming soon
- Ling 3.1 Flash public-lane score: Coming soon

| Benchmark | ERNIE 5.5 Flash Preview | Ling 3.1 Flash | Winner |
|-----------|-----------|-----------|--------|
| HLE w/o tools | 46.4% | Coming soon | Coming soon |
| HealthBench Professional | Coming soon | 65.3% | Coming soon |
| HLE | Coming soon | 37.4% | Coming soon |

## FAQ

### Which is better overall, ERNIE 5.5 Flash Preview or Ling 3.1 Flash?

Ling 3.1 Flash has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does ERNIE 5.5 Flash Preview cover on BenchLM?

ERNIE 5.5 Flash Preview currently has 15 sourced benchmark scores on BenchLM.

### How many benchmarks does Ling 3.1 Flash cover on BenchLM?

Ling 3.1 Flash currently has 17 sourced benchmark scores on BenchLM.

## Related Comparisons

- [ERNIE 5.5 Flash Preview vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-ernie-5-5-flash-preview)
- [Ling 3.1 Flash vs Claude Fable 5.2](/compare/claude-fable-5-2-vs-ling-3-1-flash)
- [ERNIE 5.5 Flash Preview vs Gemini 4 Carbon](/compare/ernie-5-5-flash-preview-vs-gemini-4-carbon)
- [Ling 3.1 Flash vs Gemini 4 Carbon](/compare/gemini-4-carbon-vs-ling-3-1-flash)

## Explore More

- [ERNIE 5.5 Flash Preview profile](/models/ernie-5-5-flash-preview)
- [Ling 3.1 Flash profile](/models/ling-3-1-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)