# LFM2.5-VL-450M vs Ling 3.0 Flash FP8

> Side-by-side benchmark comparison for LFM2.5-VL-450M and Ling 3.0 Flash FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-vl-450m-vs-ling-3-0-flash-fp8
- 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: LFM2.5-VL-450M and Ling 3.0 Flash FP8 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 | LFM2.5-VL-450M | Ling 3.0 Flash FP8 |
|----------|----------|----------|
| Creator | LiquidAI | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 262K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 7 | 4 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM2.5-VL-450M public-lane score: 42.7 (Estimated · #108/154)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-VL-450M | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 21.1% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LFM2.5-VL-450M public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-VL-450M | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| SciCode | Coming soon | 40.4% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- LFM2.5-VL-450M public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-VL-450M | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 32.7% | Coming soon | Coming soon |
| RealWorldQA | 58.4% | Coming soon | Coming soon |
| CountBench | 73.3% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LFM2.5-VL-450M public-lane score: 34.1 (Estimated · #168/184)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-VL-450M | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 25.7% | 84% | Ling 3.0 Flash FP8 |
| MMLU-Pro | 19.3% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 84.0% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM2.5-VL-450M public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)

| Benchmark | LFM2.5-VL-450M | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 61.2% | Coming soon | Coming soon |
| IFBench | Coming soon | 73.4% | Coming soon |

## FAQ

### Is there enough evidence to pick between LFM2.5-VL-450M and Ling 3.0 Flash FP8?

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

- [LFM2.5-VL-450M vs Ling 3.0 Flash](/compare/lfm2-5-vl-450m-vs-ling-3-0-flash)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [LFM2.5-VL-450M vs Ling 3.0 Flash VL](/compare/lfm2-5-vl-450m-vs-ling-3-0-flash-vl)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)

## Explore More

- [LFM2.5-VL-450M profile](/models/lfm2-5-vl-450m)
- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)