# Ling 3.0 Flash FP8 vs o1

> Side-by-side benchmark comparison for Ling 3.0 Flash FP8 and o1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fp8-vs-o1
- Last updated: September 18, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash FP8 and o1 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.
- Ling 3.0 Flash FP8 has the lower published output-token price.
- Ling 3.0 Flash FP8 has the larger published context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash FP8 | o1 |
|----------|----------|----------|
| Creator | InclusionAI | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 200K |
| Independent public score (not head-to-head) | null | 46.19 |
| Benchmarks Covered | 4 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $15.00 / $60.00 |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- o1 public-lane score: 44.4 (Estimated · #98/154)

| Benchmark | Ling 3.0 Flash FP8 | o1 | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- o1 public-lane score: 65.7 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- o1 public-lane score: 45 (Supported · #111/184)

| Benchmark | Ling 3.0 Flash FP8 | o1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | 75.7% | Ling 3.0 Flash FP8 |
| GPQA-D | 84.0% | Coming soon | Coming soon |
| MMLU | Coming soon | 91.8% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)
- o1 public-lane score: 84.5 (#40/124)

| Benchmark | Ling 3.0 Flash FP8 | o1 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | Coming soon | Coming soon |
| IFEval | Coming soon | 92.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- o1 public-lane score: 32.5 (Unranked · 1 rankable row)

| Benchmark | Ling 3.0 Flash FP8 | o1 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | Coming soon | 9.310% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash FP8 and o1?

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

- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [o1 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-o1)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [o1 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-o1)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [o1 profile](/models/o1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)