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

> Side-by-side benchmark comparison for LFM2.5-24B-A2B and Ling 3.0 Flash 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
- Last updated: October 13, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Ling 3.0 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 3.0 Flash has the higher overall point estimate 45.04 to 37.8. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in coding, where the averages are 28.5 for LFM2.5-24B-A2B and 32.3 for Ling 3.0 Flash.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 7.4% and 22.7%.
- Ling 3.0 Flash is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ling 3.0 Flash also has the larger context window at 262K.

## Model Snapshot

| Property | LFM2.5-24B-A2B | Ling 3.0 Flash |
|----------|----------|----------|
| Creator | LiquidAI | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 131K | 262K |
| Overall Score | 37.8 | 45.04 |
| Benchmarks Covered | 13 | 22 |
| Pricing (input/output) | $0.10 / $1.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Directional only
- LFM2.5-24B-A2B public-lane score: 30.2 (Estimated · #88/124)
- Ling 3.0 Flash public-lane score: 32.5 (Supported · #81/124)

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 27.7% | Coming soon | Coming soon |
| BFCL v4 | 65.0% | 73.0% | Ling 3.0 Flash |
| τ³-bench results | 8.0% | Coming soon | Coming soon |
| PinchBench | 83.2% | Coming soon | Coming soon |
| WebArena-Verified | 26.8% | Coming soon | Coming soon |
| MCP Atlas | Coming soon | 65.5% | Coming soon |
| skillsBench | Coming soon | 44.8% | Coming soon |
| WideResearch | Coming soon | 73.6% | Coming soon |
| BrowseComp | Coming soon | 72.2% | Coming soon |
| DRACO | Coming soon | 70.4% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 50.2% | Coming soon |

### Coding

- Winner: Directional only
- LFM2.5-24B-A2B public-lane score: 28.5 (Estimated · #98/149)
- Ling 3.0 Flash public-lane score: 32.3 (Supported · #87/149)

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 32.7% | 41.2% | Ling 3.0 Flash |
| SWE-bench Verified | 51% | Coming soon | Coming soon |
| SWE-bench Pro | Coming soon | 56.6% | Coming soon |
| SWE Multilingual | Coming soon | 72.4% | Coming soon |
| LiveCodeBench v5 | Coming soon | 82.8% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 84.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 65.2% | Coming soon |

### Reasoning

- Winner: Not comparable
- LFM2.5-24B-A2B public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 76 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Directional only
- LFM2.5-24B-A2B public-lane score: 40.8 (Estimated · #112/181)
- Ling 3.0 Flash public-lane score: 43.6 (Supported · #103/181)

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 74.4% | 85.0% | Ling 3.0 Flash |
| GPQA-D | 74.4% | 85.0% | Ling 3.0 Flash |
| HLE | 7.4% | 22.7% | Ling 3.0 Flash |
| GPQA Diamond (Vals) | Coming soon | 84.8% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 82.0% | Coming soon |

### Instruction Following

- Winner: Tie
- LFM2.5-24B-A2B public-lane score: 75.6 (#61/128)
- Ling 3.0 Flash public-lane score: 75.2 (#64/128)

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 96.8% | Coming soon | Coming soon |
| IFBench | 74.7% | 74.5% | LFM2.5-24B-A2B |

### Mathematics

- Winner: Not comparable
- LFM2.5-24B-A2B public-lane score: Coming soon
- Ling 3.0 Flash public-lane score: 81.1 (Unranked · 3 rankable rows)

| Benchmark | LFM2.5-24B-A2B | Ling 3.0 Flash | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | 96.0% | Coming soon | Coming soon |
| AIME26 | Coming soon | 93.2% | Coming soon |
| HMMT Feb 2026 | Coming soon | 87.0% | Coming soon |
| IMOAnswerBench | Coming soon | 83.7% | Coming soon |

## FAQ

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

Ling 3.0 Flash 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?

The widest category gap is in coding, where the averages are 28.5 for LFM2.5-24B-A2B and 32.3 for Ling 3.0 Flash.

### 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 cover on BenchLM?

Ling 3.0 Flash currently has 22 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 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [LFM2.5-24B-A2B vs Ling 3.0 Flash FP8](/compare/lfm2-5-24b-a2b-vs-ling-3-0-flash-fp8)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/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 profile](/models/ling-3-0-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)