# LLaDA2.2-mini vs Beam

> Side-by-side benchmark comparison for LLaDA2.2-mini and Beam across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llada2-2-mini-vs-reflection-beam
- Last updated: October 5, 2026

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

## Quick Verdict

Treat this as a split decision: use the category and benchmark breakdown to decide which profile better matches your workload.

## Summary

- LLaDA2.2-mini and Beam are tied on overall score, so the decision depends on category fit rather than the headline number.
- The biggest single benchmark swing is AIME26 in Mathematics, with scores of 35.0% and 97.8%.
- Beam is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- LLaDA2.2-mini also has the larger context window at 128K.

## Model Snapshot

| Property | LLaDA2.2-mini | Beam |
|----------|----------|----------|
| Creator | InclusionAI | Reflection AI |
| Type | Open Weight | Pending |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | null |
| Overall Score | null | null |
| Benchmarks Covered | 9 | 16 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- LLaDA2.2-mini public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | Beam | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | 47.7% | Coming soon | Coming soon |
| τ²-bench results | 57.5% | Coming soon | Coming soon |
| Claw-Eval | 57.2% | Coming soon | Coming soon |
| PinchBench | 62.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.1% | Coming soon |
| MCP Atlas | Coming soon | 78.7% | Coming soon |
| BrowseComp | Coming soon | 77.4% | Coming soon |
| DeepSearchQA | Coming soon | 80.1% | Coming soon |

### Coding

- Winner: Not comparable
- LLaDA2.2-mini public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | Beam | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v6 | 28.1% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 44.4% | Coming soon |
| SWE-bench Pro | Coming soon | 65.5% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.1% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 34.6% | Coming soon |
| SWE Multilingual | Coming soon | 78% | Coming soon |
| SWE-bench Verified | Coming soon | 80.9% | Coming soon |
| SciCode | Coming soon | 49.7% | Coming soon |

### Reasoning

- Winner: Not comparable
- LLaDA2.2-mini public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | Beam | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 35.0% | 65.5% | Beam |

### Knowledge

- Winner: Not comparable
- LLaDA2.2-mini public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | Beam | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 44.4% | 90.5% | Beam |
| HLE w/o tools | Coming soon | 36.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- LLaDA2.2-mini public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | Beam | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 24.9% | 79.7% | Beam |

### Mathematics

- Winner: Not comparable
- LLaDA2.2-mini public-lane score: Coming soon
- Beam public-lane score: Coming soon

| Benchmark | LLaDA2.2-mini | Beam | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 35.0% | 97.8% | Beam |

## FAQ

### Which is better overall, LLaDA2.2-mini or Beam?

LLaDA2.2-mini and Beam are tied on overall score in the current BenchLM data.

### How many benchmarks does LLaDA2.2-mini cover on BenchLM?

LLaDA2.2-mini currently has 9 sourced benchmark scores on BenchLM.

### How many benchmarks does Beam cover on BenchLM?

Beam currently has 16 sourced benchmark scores on BenchLM.

## Related Comparisons

- [LLaDA2.2-mini vs LLaDA2.2-flash](/compare/llada2-2-flash-vs-llada2-2-mini)
- [Beam vs LLaDA2.2-flash](/compare/llada2-2-flash-vs-reflection-beam)
- [LLaDA2.2-mini vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-llada2-2-mini)
- [Beam vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-reflection-beam)

## Explore More

- [LLaDA2.2-mini profile](/models/llada2-2-mini)
- [Beam profile](/models/reflection-beam)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)