# Qwen3.7 Plus vs Beam 1.0 501B-A23B FP8

> Side-by-side benchmark comparison for Qwen3.7 Plus and Beam 1.0 501B-A23B FP8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-7-plus-vs-reflection-beam-fp8
- Last updated: October 16, 2026

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

## Quick Verdict

Pick Beam 1.0 501B-A23B FP8 if you want the stronger benchmark profile. Qwen3.7 Plus only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Beam 1.0 501B-A23B FP8 leads overall 71 to 53.75.
- The clearest category separation is in mathematics, where the averages are 64.3 for Qwen3.7 Plus and 87.9 for Beam 1.0 501B-A23B FP8.
- The biggest single benchmark swing is SWE-bench Pro in Coding, with scores of 57.6% and 65.9%.

## Model Snapshot

| Property | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 |
|----------|----------|----------|
| Creator | Alibaba | Reflection AI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 53.75 | null |
| Benchmarks Covered | 53 | 19 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 35.1 (Supported · #80/128)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| QwenClawBench | 61.8% | Coming soon | Coming soon |
| Claw-Eval | 62.7% | Coming soon | Coming soon |
| BFCL v4 | 72.9% | Coming soon | Coming soon |
| MCP Atlas | 73.2% | 81.5% | Beam 1.0 501B-A23B FP8 |
| VITA-Bench | 45.6% | Coming soon | Coming soon |
| DeepPlanning | 62.3% | Coming soon | Coming soon |
| OSWorld-Verified | 73.3% | Coming soon | Coming soon |
| AndroidWorld | 81.0% | Coming soon | Coming soon |
| OSWorld 2.0 | 2.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 52.8% | 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 |
| BrowseComp | Coming soon | 76.7% | Coming soon |
| DeepSearchQA | Coming soon | 79.6% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 40.3 (Estimated · #65/150)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| SWE-bench Verified | 77.7% | 80.2% | Beam 1.0 501B-A23B FP8 |
| SWE-bench Pro | 57.6% | 65.9% | Beam 1.0 501B-A23B FP8 |
| SWE Multilingual | 75.8% | 78.1% | Beam 1.0 501B-A23B FP8 |
| NL2Repo | 41.1% | Coming soon | Coming soon |
| SciCode | 51.3% | 48.3% | Qwen3.7 Plus |
| LiveCodeBench v6 | 89.6% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 43.0% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.9% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 32.2% | Coming soon |

### Reasoning

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 80.9 (Unranked · 3 rankable rows)
- Beam 1.0 501B-A23B FP8 public-lane score: 85.8 (Unranked · 3 rankable rows)

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 9.1% | 17.4% | Beam 1.0 501B-A23B FP8 |
| MRCRv2 | 91.7% | Coming soon | Coming soon |
| LongBench v2 | Coming soon | 67.6% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 82 (#16/54)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 79% | Coming soon | Coming soon |
| MathVision | 90.3% | Coming soon | Coming soon |
| CharXiv | 85.9% | Coming soon | Coming soon |
| ERQA | 69.8% | Coming soon | Coming soon |
| MedXpertQA (MM) | 71.0% | Coming soon | Coming soon |
| ScreenSpot Pro | 79.0% | Coming soon | Coming soon |
| SimpleVQA | 81.7% | Coming soon | Coming soon |
| MMSearch-Plus | 41.4% | Coming soon | Coming soon |
| RealWorldQA | 86.9% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 91.4% | Coming soon | Coming soon |
| OCRBench V2 | 70.7% | Coming soon | Coming soon |
| ODINW13 | 51.1% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 88.0% | Coming soon | Coming soon |
| VideoMMMU | 85.4% | Coming soon | Coming soon |
| MLVU (M-Avg) | 87.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 53.6 (Estimated · #65/184)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.3% | Coming soon | Coming soon |
| GPQA-D | 90.3% | 90.3% | Tie |
| HLE | 34.7% | Coming soon | Coming soon |
| MMLU-Pro | 88.5% | Coming soon | Coming soon |
| MMLU-Redux | 94.5% | Coming soon | Coming soon |
| SuperGPQA | 71.4% | Coming soon | Coming soon |
| MMMLU | 89.0% | Coming soon | Coming soon |
| HLE w/o tools | Coming soon | 36% | Coming soon |

### Multilingual

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 95.7 (#3/17)
- Beam 1.0 501B-A23B FP8 public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 85.4% | Coming soon | Coming soon |
| NOVA-63 | 58.8% | Coming soon | Coming soon |
| INCLUDE | 83.0% | Coming soon | Coming soon |
| MAXIFE | 88.8% | Coming soon | Coming soon |
| PolyMath | 84.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Qwen3.7 Plus
- Qwen3.7 Plus public-lane score: 92.8 (#17/148)
- Beam 1.0 501B-A23B FP8 public-lane score: 89.8 (#28/148)

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.6% | Coming soon | Coming soon |
| IFBench | 79.1% | 80.7% | Beam 1.0 501B-A23B FP8 |

### Mathematics

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 64.3 (Unranked · 4 rankable rows)
- Beam 1.0 501B-A23B FP8 public-lane score: 87.9 (Unranked · 1 rankable row)

| Benchmark | Qwen3.7 Plus | Beam 1.0 501B-A23B FP8 | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 92.9% | Coming soon | Coming soon |
| IMOAnswerBench | 86.0% | Coming soon | Coming soon |
| Apex | 22.7% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 34.386% | Coming soon | Coming soon |
| AIME26 | Coming soon | 98.0% | Coming soon |

## FAQ

### Which is better overall, Qwen3.7 Plus or Beam 1.0 501B-A23B FP8?

Beam 1.0 501B-A23B FP8 is ahead overall on BenchLM right now.

### Where is the biggest gap between Qwen3.7 Plus and Beam 1.0 501B-A23B FP8?

The widest category gap is in mathematics, where the averages are 64.3 for Qwen3.7 Plus and 87.9 for Beam 1.0 501B-A23B FP8.

### How many benchmarks does Qwen3.7 Plus cover on BenchLM?

Qwen3.7 Plus currently has 53 sourced benchmark scores on BenchLM.

### How many benchmarks does Beam 1.0 501B-A23B FP8 cover on BenchLM?

Beam 1.0 501B-A23B FP8 currently has 19 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3.7 Plus vs Beam 1.0 501B-A23B](/compare/qwen3-7-plus-vs-reflection-beam)
- [Beam 1.0 501B-A23B FP8 vs Beam 1.0 501B-A23B](/compare/reflection-beam-vs-reflection-beam-fp8)
- [Qwen3.7 Plus vs Beam 1.0 501B-A23B NVFP4](/compare/qwen3-7-plus-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

- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [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)