# Ling 3.0 Flash VL vs Mellum2-12B-A2.5B-Instruct

> Side-by-side benchmark comparison for Ling 3.0 Flash VL and Mellum2-12B-A2.5B-Instruct across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vl-vs-mellum2-12b-a2-5b-instruct
- Last updated: September 10, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Ling 3.0 Flash VL and Mellum2-12B-A2.5B-Instruct.

## Summary

- Ling 3.0 Flash VL and Mellum2-12B-A2.5B-Instruct do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Ling 3.0 Flash VL | Mellum2-12B-A2.5B-Instruct |
|----------|----------|----------|
| Creator | InclusionAI | JetBrains |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | 128K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 0 | 6 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Mellum2-12B-A2.5B-Instruct public-lane score: 45.3 (Estimated · #83/152)

| Benchmark | Ling 3.0 Flash VL | Mellum2-12B-A2.5B-Instruct | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | Coming soon | 44.2% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Mellum2-12B-A2.5B-Instruct public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash VL | Mellum2-12B-A2.5B-Instruct | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | Coming soon | 37.2% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 76.3 (Unranked · 1 rankable row)
- Mellum2-12B-A2.5B-Instruct public-lane score: Coming soon

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: 74.8 (Unranked · 2 rankable rows)
- Mellum2-12B-A2.5B-Instruct public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Mellum2-12B-A2.5B-Instruct public-lane score: 45.6 (Estimated · #106/183)

| Benchmark | Ling 3.0 Flash VL | Mellum2-12B-A2.5B-Instruct | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Redux | Coming soon | 78.1% | Coming soon |
| GPQA | Coming soon | 40.9% | Coming soon |
| GPQA-D | Coming soon | 40.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash VL public-lane score: Coming soon
- Mellum2-12B-A2.5B-Instruct public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash VL | Mellum2-12B-A2.5B-Instruct | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 75.8% | Coming soon |

## FAQ

### Can I compare Ling 3.0 Flash VL and Mellum2-12B-A2.5B-Instruct on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Ling 3.0 Flash VL vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Mellum2-12B-A2.5B-Instruct vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-mellum2-12b-a2-5b-instruct)
- [Ling 3.0 Flash VL vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [Mellum2-12B-A2.5B-Instruct vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-mellum2-12b-a2-5b-instruct)

## Explore More

- [Ling 3.0 Flash VL profile](/models/ling-3-0-flash-vl)
- [Mellum2-12B-A2.5B-Instruct profile](/models/mellum2-12b-a2-5b-instruct)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)