# Qwen3.6-35B-A3B vs Beam 1.0 501B-A23B NVFP4

> Side-by-side benchmark comparison for Qwen3.6-35B-A3B and Beam 1.0 501B-A23B NVFP4 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-6-35b-a3b-vs-reflection-beam-nvfp4
- Last updated: October 16, 2026

- Shared sourced benchmarks: 6
- 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 43.52. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in mathematics, where the averages are 58.4 for Qwen3.6-35B-A3B and 87.9 for Beam 1.0 501B-A23B NVFP4.
- The biggest single benchmark swing is τ³-bench results in Agentic, with scores of 67.2% and 35.4%.
- Beam 1.0 501B-A23B NVFP4 also has the larger context window at 1M.

## Model Snapshot

| Property | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 |
|----------|----------|----------|
| Creator | Alibaba | Reflection AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Overall Score | 43.52 | null |
| Benchmarks Covered | 42 | 19 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.6-35B-A3B public-lane score: 29.9 (Estimated · #94/128)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 51.5% | Coming soon | Coming soon |
| Claw-Eval | 68.7% | Coming soon | Coming soon |
| QwenClawBench | 52.6% | Coming soon | Coming soon |
| QwenWebBench | 1397 | Coming soon | Coming soon |
| τ³-bench results | 67.2% | 35.4% | Qwen3.6-35B-A3B |
| VITA-Bench | 35.6% | Coming soon | Coming soon |
| DeepPlanning | 25.9% | Coming soon | Coming soon |
| Toolathlon | 26.9% | Coming soon | Coming soon |
| MCP Atlas | 62.8% | 80.5% | Beam 1.0 501B-A23B NVFP4 |
| WideResearch | 60.1% | Coming soon | Coming soon |
| Gert Labs | 42.65% | Coming soon | Coming soon |
| HLE w/ tools | Coming soon | 51.1% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.4% | Coming soon |
| BrowseComp | Coming soon | 75.6% | Coming soon |
| DeepSearchQA | Coming soon | 81.1% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.6-35B-A3B public-lane score: 31.5 (Estimated · #92/150)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 73.4% | 80.7% | Beam 1.0 501B-A23B NVFP4 |
| SWE Multilingual | 67.2% | 77.5% | Beam 1.0 501B-A23B NVFP4 |
| SWE-bench Pro | 49.5% | 65.6% | Beam 1.0 501B-A23B NVFP4 |
| Terminal-Bench 2.0 | 51.5% | Coming soon | Coming soon |
| LiveCodeBench v6 | 80.4% | Coming soon | Coming soon |
| NL2Repo | 29.4% | 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
- Qwen3.6-35B-A3B public-lane score: 75.1 (Unranked · 2 rankable rows)
- Beam 1.0 501B-A23B NVFP4 public-lane score: 85.5 (Unranked · 3 rankable rows)

| Benchmark | Qwen3.6-35B-A3B | 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
- Qwen3.6-35B-A3B public-lane score: 66.4 (#40/54)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 81.7% | Coming soon | Coming soon |
| MMMU-Pro | 75.3% | Coming soon | Coming soon |
| RealWorldQA | 85.3% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 89.9% | Coming soon | Coming soon |
| CharXiv | 78% | Coming soon | Coming soon |
| SimpleVQA | 58.9% | Coming soon | Coming soon |
| CC-OCR | 81.9% | Coming soon | Coming soon |
| AI2D_TEST | 92.7% | Coming soon | Coming soon |
| RefCOCO (avg) | 92.0% | Coming soon | Coming soon |
| ODINW13 | 50.8% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 86.6% | Coming soon | Coming soon |
| Video-MME (w/o subtitle) | 82.5% | Coming soon | Coming soon |
| VideoMMMU | 83.7% | Coming soon | Coming soon |
| MLVU (M-Avg) | 86.2% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Qwen3.6-35B-A3B public-lane score: 42.8 (Estimated · #108/184)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 85.2% | Coming soon | Coming soon |
| SuperGPQA | 64.7% | Coming soon | Coming soon |
| C-Eval | 90% | Coming soon | Coming soon |
| GPQA | 86% | Coming soon | Coming soon |
| HLE | 21.4% | 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
- Qwen3.6-35B-A3B public-lane score: 78.3 (#61/148)
- Beam 1.0 501B-A23B NVFP4 public-lane score: 86.2 (#44/148)

| Benchmark | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- Qwen3.6-35B-A3B public-lane score: 58.4 (#10/12)
- Beam 1.0 501B-A23B NVFP4 public-lane score: 87.9 (Unranked · 1 rankable row)

| Benchmark | Qwen3.6-35B-A3B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2025 | 90.7% | Coming soon | Coming soon |
| HMMT Nov 2025 | 89.1% | Coming soon | Coming soon |
| HMMT Feb 2026 | 83.6% | Coming soon | Coming soon |
| MMAnswerBench | 78.9% | Coming soon | Coming soon |
| AIME26 | 92.7% | 97.5% | Beam 1.0 501B-A23B NVFP4 |
| FrontierMath v2 (Tiers 1-3) | 20.351% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Qwen3.6-35B-A3B 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 Qwen3.6-35B-A3B and Beam 1.0 501B-A23B NVFP4?

The widest category gap is in mathematics, where the averages are 58.4 for Qwen3.6-35B-A3B and 87.9 for Beam 1.0 501B-A23B NVFP4.

### How many benchmarks does Qwen3.6-35B-A3B cover on BenchLM?

Qwen3.6-35B-A3B currently has 42 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

- [Qwen3.6-35B-A3B vs Beam 1.0 501B-A23B](/compare/qwen3-6-35b-a3b-vs-reflection-beam)
- [Beam 1.0 501B-A23B NVFP4 vs Beam 1.0 501B-A23B](/compare/reflection-beam-vs-reflection-beam-nvfp4)
- [Qwen3.6-35B-A3B vs Beam 1.0 501B-A23B FP8](/compare/qwen3-6-35b-a3b-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

- [Qwen3.6-35B-A3B profile](/models/qwen3-6-35b-a3b)
- [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)