# Qwen3.5-122B-A10B vs Beam 1.0 501B-A23B FP8

> Side-by-side benchmark comparison for Qwen3.5-122B-A10B and Beam 1.0 501B-A23B FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-5-122b-a10b-vs-reflection-beam-fp8
- Last updated: October 16, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Qwen3.5-122B-A10B and Beam 1.0 501B-A23B FP8 share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Beam 1.0 501B-A23B FP8 has the lower published output-token price.
- Beam 1.0 501B-A23B FP8 has the larger published context window at 1M.

## Model Snapshot

| Property | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 |
|----------|----------|----------|
| Creator | Alibaba | Reflection AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | 41.73 | null |
| Benchmarks Covered | 18 | 19 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 23.7 (Estimated · #105/128)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 49.4% | Coming soon | Coming soon |
| BrowseComp | 63.8% | 76.7% | Beam 1.0 501B-A23B FP8 |
| OSWorld-Verified | 58% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 36.8% | Coming soon |
| HLE w/ tools | Coming soon | 51.1% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.9% | Coming soon |
| MCP Atlas | Coming soon | 81.5% | Coming soon |
| DeepSearchQA | Coming soon | 79.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 32.7 (Supported · #84/150)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 72% | 80.2% | Beam 1.0 501B-A23B FP8 |
| LiveCodeBench v6 | 78.9% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 49.4% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 43.0% | Coming soon |
| SWE-bench Pro | Coming soon | 65.9% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.9% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 32.2% | Coming soon |
| SWE Multilingual | Coming soon | 78.1% | Coming soon |
| SciCode | Coming soon | 48.3% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 69.6 (Unranked · 3 rankable rows)
- Beam 1.0 501B-A23B FP8 public-lane score: 85.8 (Unranked · 3 rankable rows)

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 60.2% | 67.6% | Beam 1.0 501B-A23B FP8 |
| CritPt | Coming soon | 17.4% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 67.8 (#34/54)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 83.9% | Coming soon | Coming soon |
| MMVU | 74.7% | Coming soon | Coming soon |
| MMMU-Pro | 76.9% | Coming soon | Coming soon |
| MathVision | 86.2% | Coming soon | Coming soon |
| CharXiv | 77.2% | Coming soon | Coming soon |
| V* | 93.2% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 43.7 (Supported · #104/184)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 86.7% | Coming soon | Coming soon |
| SuperGPQA | 67.1% | Coming soon | Coming soon |
| GPQA | 86.6% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 90.3% | Coming soon |
| HLE w/o tools | Coming soon | 36% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 87.1 (#9/17)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 82.2% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: 93 (#12/148)
- Beam 1.0 501B-A23B FP8 public-lane score: 89.8 (#28/148)

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 93.4% | Coming soon | Coming soon |
| IFBench | Coming soon | 80.7% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Qwen3.5-122B-A10B public-lane score: Coming soon
- Beam 1.0 501B-A23B FP8 public-lane score: 87.9 (Unranked · 1 rankable row)

| Benchmark | Qwen3.5-122B-A10B | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 98.0% | Coming soon |

## FAQ

### Is there enough evidence to pick between Qwen3.5-122B-A10B and Beam 1.0 501B-A23B FP8?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Qwen3.5-122B-A10B vs Beam 1.0 501B-A23B](/compare/qwen3-5-122b-a10b-vs-reflection-beam)
- [Beam 1.0 501B-A23B FP8 vs Beam 1.0 501B-A23B](/compare/reflection-beam-vs-reflection-beam-fp8)
- [Qwen3.5-122B-A10B vs Beam 1.0 501B-A23B NVFP4](/compare/qwen3-5-122b-a10b-vs-reflection-beam-nvfp4)
- [Beam 1.0 501B-A23B FP8 vs Beam 1.0 501B-A23B NVFP4](/compare/reflection-beam-fp8-vs-reflection-beam-nvfp4)

## Explore More

- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Beam 1.0 501B-A23B FP8 profile](/models/reflection-beam-fp8)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)