# LFM2.5-VL-450M vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for LFM2.5-VL-450M and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm2-5-vl-450m-vs-qwen3-5-122b-a10b
- Last updated: October 5, 2026

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

## Quick Verdict

Qwen3.5-122B-A10B leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Qwen3.5-122B-A10B has the higher overall point estimate 40.62 to 38. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is MMLU-Pro in Knowledge, with scores of 19.3% and 86.7%.
- Qwen3.5-122B-A10B also has the larger context window at 262K.

## Model Snapshot

| Property | LFM2.5-VL-450M | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | LiquidAI | Alibaba |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 262K |
| Overall Score | null | 40.62 |
| Benchmarks Covered | 7 | 15 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 22.7 (Estimated · #96/119)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 21.1% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |
| BrowseComp | Coming soon | 63.8% | Coming soon |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 34.3 (Supported · #80/144)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 72% | Coming soon |

### Reasoning

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 49.9 (Unranked · 3 rankable rows)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 60.2% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 58 (#33/49)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 32.7% | 83.9% | Qwen3.5-122B-A10B |
| RealWorldQA | 58.4% | Coming soon | Coming soon |
| CountBench | 73.3% | Coming soon | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MathVision | Coming soon | 86.2% | Coming soon |
| CharXiv | Coming soon | 77.2% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Knowledge

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 42.4 (Supported · #92/171)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 25.7% | 86.6% | Qwen3.5-122B-A10B |
| MMLU-Pro | 19.3% | 86.7% | Qwen3.5-122B-A10B |
| SuperGPQA | Coming soon | 67.1% | Coming soon |

### Multilingual

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 87.1 (#9/16)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- LFM2.5-VL-450M public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 91.6 (#11/125)

| Benchmark | LFM2.5-VL-450M | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 61.2% | 93.4% | Qwen3.5-122B-A10B |

## FAQ

### Which is better overall, LFM2.5-VL-450M or Qwen3.5-122B-A10B?

Qwen3.5-122B-A10B has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does LFM2.5-VL-450M cover on BenchLM?

LFM2.5-VL-450M currently has 7 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.5-122B-A10B cover on BenchLM?

Qwen3.5-122B-A10B currently has 15 sourced benchmark scores on BenchLM.

## Related Comparisons

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- [Qwen3.5-122B-A10B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-qwen3-5-122b-a10b)
- [LFM2.5-VL-450M vs GPT-6 Astra](/compare/gpt-6-astra-vs-lfm2-5-vl-450m)
- [Qwen3.5-122B-A10B vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-5-122b-a10b)

## Explore More

- [LFM2.5-VL-450M profile](/models/lfm2-5-vl-450m)
- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)