# Qwen3.6-27B vs Beam 1.0 501B-A23B NVFP4

> Side-by-side benchmark comparison for Qwen3.6-27B and Beam 1.0 501B-A23B NVFP4 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-6-27b-vs-reflection-beam-nvfp4
- Last updated: October 16, 2026

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

## Quick Verdict

Beam 1.0 501B-A23B NVFP4 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Beam 1.0 501B-A23B NVFP4 has the higher overall point estimate 70 to 48.6. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in mathematics, where the averages are 65.9 for Qwen3.6-27B and 87.9 for Beam 1.0 501B-A23B NVFP4.
- The biggest single benchmark swing is SWE-bench Pro in Coding, with scores of 53.5% and 65.6%.
- Beam 1.0 501B-A23B NVFP4 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Beam 1.0 501B-A23B NVFP4 also has the larger context window at 1M.

## Model Snapshot

| Property | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 |
|----------|----------|----------|
| Creator | Alibaba | Reflection AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 48.6 | null |
| Benchmarks Covered | 40 | 19 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.6-27B public-lane score: 29 (Supported · #95/128)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 59.3% | Coming soon | Coming soon |
| Claw-Eval | 72.4% | Coming soon | Coming soon |
| QwenClawBench | 53.4% | Coming soon | Coming soon |
| QwenWebBench | 1487 | Coming soon | Coming soon |
| AndroidWorld | 70.3% | Coming soon | Coming soon |
| Gert Labs | 54.84% | Coming soon | Coming soon |
| τ³-bench results | Coming soon | 35.4% | Coming soon |
| HLE w/ tools | Coming soon | 51.1% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.4% | Coming soon |
| MCP Atlas | Coming soon | 80.5% | Coming soon |
| BrowseComp | Coming soon | 75.6% | Coming soon |
| DeepSearchQA | Coming soon | 81.1% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.6-27B public-lane score: 34.7 (Supported · #78/150)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.2% | 80.7% | Beam 1.0 501B-A23B NVFP4 |
| SWE Multilingual | 71.3% | 77.5% | Beam 1.0 501B-A23B NVFP4 |
| SWE-bench Pro | 53.5% | 65.6% | Beam 1.0 501B-A23B NVFP4 |
| Terminal-Bench 2.0 | 59.3% | Coming soon | Coming soon |
| LiveCodeBench v6 | 83.9% | Coming soon | Coming soon |
| NL2Repo | 36.2% | Coming soon | Coming soon |
| SWE-bench (Vals) | 70.0% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 42.7% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 31.4% | Coming soon |
| SciCode | Coming soon | 46.9% | Coming soon |

### Reasoning

- Winner: Not comparable
- Qwen3.6-27B public-lane score: 79 (Unranked · 2 rankable rows)
- Beam 1.0 501B-A23B NVFP4 public-lane score: 85.5 (Unranked · 3 rankable rows)

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| CritPt | Coming soon | 15.4% | Coming soon |
| LongBench v2 | Coming soon | 67.2% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3.6-27B public-lane score: 67.3 (#38/54)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 82.9% | Coming soon | Coming soon |
| MMMU-Pro | 75.8% | Coming soon | Coming soon |
| RealWorldQA | 84.1% | Coming soon | Coming soon |
| DynaMath | 85.6% | Coming soon | Coming soon |
| MStar | 81.4% | Coming soon | Coming soon |
| SimpleVQA | 56.1% | Coming soon | Coming soon |
| CharXiv | 78.4% | Coming soon | Coming soon |
| CC-OCR | 81.2% | Coming soon | Coming soon |
| CountBench | 97.8% | Coming soon | Coming soon |
| RefCOCO (avg) | 92.5% | Coming soon | Coming soon |
| ERQA | 62.5% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 87.7% | Coming soon | Coming soon |
| VideoMMMU | 84.4% | Coming soon | Coming soon |
| MLVU (M-Avg) | 86.6% | Coming soon | Coming soon |
| V* | 94.7% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Qwen3.6-27B public-lane score: 46.8 (Estimated · #91/184)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 86.2% | Coming soon | Coming soon |
| MMLU-Redux | 93.5% | Coming soon | Coming soon |
| SuperGPQA | 66% | Coming soon | Coming soon |
| C-Eval | 91.4% | Coming soon | Coming soon |
| GPQA | 87.8% | Coming soon | Coming soon |
| HLE | 24% | Coming soon | Coming soon |
| GPQA-D | Coming soon | 89.3% | Coming soon |
| HLE w/o tools | Coming soon | 34.8% | Coming soon |

### Instruction Following

- Winner: Directional only
- Qwen3.6-27B public-lane score: 82.4 (#55/148)
- Beam 1.0 501B-A23B NVFP4 public-lane score: 86.2 (#44/148)

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- Qwen3.6-27B public-lane score: 65.9 (#8/12)
- Beam 1.0 501B-A23B NVFP4 public-lane score: 87.9 (Unranked · 1 rankable row)

| Benchmark | Qwen3.6-27B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2025 | 93.8% | Coming soon | Coming soon |
| HMMT Nov 2025 | 90.7% | Coming soon | Coming soon |
| HMMT Feb 2026 | 84.3% | Coming soon | Coming soon |
| MMAnswerBench | 80.8% | Coming soon | Coming soon |
| AIME26 | 94.1% | 97.5% | Beam 1.0 501B-A23B NVFP4 |
| FrontierMath v2 (Tiers 1-3) | 35.088% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Qwen3.6-27B or Beam 1.0 501B-A23B NVFP4?

Beam 1.0 501B-A23B NVFP4 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Qwen3.6-27B and Beam 1.0 501B-A23B NVFP4?

The widest category gap is in mathematics, where the averages are 65.9 for Qwen3.6-27B and 87.9 for Beam 1.0 501B-A23B NVFP4.

### How many benchmarks does Qwen3.6-27B cover on BenchLM?

Qwen3.6-27B currently has 40 sourced benchmark scores on BenchLM.

### How many benchmarks does Beam 1.0 501B-A23B NVFP4 cover on BenchLM?

Beam 1.0 501B-A23B NVFP4 currently has 19 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3.6-27B vs Beam 1.0 501B-A23B](/compare/qwen3-6-27b-vs-reflection-beam)
- [Beam 1.0 501B-A23B NVFP4 vs Beam 1.0 501B-A23B](/compare/reflection-beam-vs-reflection-beam-nvfp4)
- [Qwen3.6-27B vs Beam 1.0 501B-A23B FP8](/compare/qwen3-6-27b-vs-reflection-beam-fp8)
- [Beam 1.0 501B-A23B NVFP4 vs Beam 1.0 501B-A23B FP8](/compare/reflection-beam-fp8-vs-reflection-beam-nvfp4)

## Explore More

- [Qwen3.6-27B profile](/models/qwen3-6-27b)
- [Beam 1.0 501B-A23B NVFP4 profile](/models/reflection-beam-nvfp4)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)