# LFM2.5-24B-A2B vs Ling 3.0 Flash FP8

> Side-by-side benchmark comparison for LFM2.5-24B-A2B and Ling 3.0 Flash FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-24b-a2b-vs-ling-3-0-flash-fp8
- Last updated: October 13, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Ling 3.0 Flash FP8 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Ling 3.0 Flash FP8 has the higher overall point estimate 60 to 37.8. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in instruction following, where the averages are 75.6 for LFM2.5-24B-A2B and 72.6 for Ling 3.0 Flash FP8.
- The biggest single benchmark swing is GPQA in Knowledge, with scores of 74.4% and 84%.
- Ling 3.0 Flash FP8 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ling 3.0 Flash FP8 also has the larger context window at 262K.

## Model Snapshot

| Property | LFM2.5-24B-A2B | Ling 3.0 Flash FP8 |
|----------|----------|----------|
| Creator | LiquidAI | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 131K | 262K |
| Overall Score | 37.8 | null |
| Benchmarks Covered | 13 | 4 |
| Pricing (input/output) | $0.10 / $1.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- LFM2.5-24B-A2B public-lane score: 30.2 (Estimated · #88/124)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 27.7% | Coming soon | Coming soon |
| BFCL v4 | 65.0% | Coming soon | Coming soon |
| τ³-bench results | 8.0% | Coming soon | Coming soon |
| PinchBench | 83.2% | Coming soon | Coming soon |
| WebArena-Verified | 26.8% | Coming soon | Coming soon |

### Coding

- Winner: Not comparable
- LFM2.5-24B-A2B public-lane score: 28.5 (Estimated · #98/149)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 32.7% | 40.4% | Ling 3.0 Flash FP8 |
| SWE-bench Verified | 51% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- LFM2.5-24B-A2B public-lane score: 40.8 (Estimated · #112/181)
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 74.4% | 84% | Ling 3.0 Flash FP8 |
| GPQA-D | 74.4% | 84.0% | Ling 3.0 Flash FP8 |
| HLE | 7.4% | Coming soon | Coming soon |

### Instruction Following

- Winner: LFM2.5-24B-A2B
- LFM2.5-24B-A2B public-lane score: 75.6 (#61/128)
- Ling 3.0 Flash FP8 public-lane score: 72.6 (#67/128)

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 96.8% | Coming soon | Coming soon |
| IFBench | 74.7% | 73.4% | LFM2.5-24B-A2B |

### Mathematics

- Winner: Not comparable
- LFM2.5-24B-A2B public-lane score: Coming soon
- Ling 3.0 Flash FP8 public-lane score: Coming soon

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash FP8 | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 96.0% | Coming soon | Coming soon |

## FAQ

### Which is better overall, LFM2.5-24B-A2B or Ling 3.0 Flash FP8?

Ling 3.0 Flash FP8 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between LFM2.5-24B-A2B and Ling 3.0 Flash FP8?

The widest category gap is in instruction following, where the averages are 75.6 for LFM2.5-24B-A2B and 72.6 for Ling 3.0 Flash FP8.

### How many benchmarks does LFM2.5-24B-A2B cover on BenchLM?

LFM2.5-24B-A2B currently has 13 sourced benchmark scores on BenchLM.

### How many benchmarks does Ling 3.0 Flash FP8 cover on BenchLM?

Ling 3.0 Flash FP8 currently has 4 sourced benchmark scores on BenchLM.

## Related Comparisons

- [LFM2.5-24B-A2B vs Ling 3.0 Flash VL](/compare/lfm2-5-24b-a2b-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)
- [LFM2.5-24B-A2B vs Ling 3.0 Flash](/compare/lfm2-5-24b-a2b-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)

## Explore More

- [LFM2.5-24B-A2B profile](/models/lfm2-5-24b-a2b)
- [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)