# LFM3-VL-2B vs Beam 1.0 501B-A23B NVFP4

> Side-by-side benchmark comparison for LFM3-VL-2B and Beam 1.0 501B-A23B NVFP4 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/lfm3-vl-2b-vs-reflection-beam-nvfp4
- Last updated: October 27, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for LFM3-VL-2B and Beam 1.0 501B-A23B NVFP4.

## Summary

- LFM3-VL-2B and Beam 1.0 501B-A23B NVFP4 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 |
|----------|----------|----------|
| Creator | LiquidAI | Reflection AI |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 20 | 19 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LFM3-VL-2B public-lane score: Coming soon
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| 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: Insufficient shared evidence
- LFM3-VL-2B public-lane score: Coming soon
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | Coming soon | 42.7% | Coming soon |
| SWE-bench Pro | Coming soon | 65.6% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 78.4% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 31.4% | Coming soon |
| SWE Multilingual | Coming soon | 77.5% | Coming soon |
| SWE-bench Verified | Coming soon | 80.7% | Coming soon |
| SciCode | Coming soon | 46.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LFM3-VL-2B public-lane score: Coming soon
- Beam 1.0 501B-A23B NVFP4 public-lane score: 84.7 (Unranked · 3 rankable rows)

| Benchmark | LFM3-VL-2B | 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: Insufficient shared evidence
- LFM3-VL-2B public-lane score: 19.6 (Unranked · 19 rankable rows)
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| RealWorldQA | 79.3% | Coming soon | Coming soon |
| SimpleVQA | 36.3% | Coming soon | Coming soon |
| CountBench | 93.0% | Coming soon | Coming soon |
| MMMU | 55.7% | Coming soon | Coming soon |
| MMMU-Pro | 45.7% | Coming soon | Coming soon |
| OCRBench V2 | 63.5% | Coming soon | Coming soon |
| RefCOCO (avg) | 90.5% | Coming soon | Coming soon |
| V* | 86.4% | Coming soon | Coming soon |
| CharXiv w/o tools | 70.2% | Coming soon | Coming soon |
| MathVision | 51.6% | Coming soon | Coming soon |
| DynaMath | 79.2% | Coming soon | Coming soon |
| We-Math | 68.6% | Coming soon | Coming soon |
| ERQA | 48.2% | Coming soon | Coming soon |
| ScreenSpot Pro | 55.5% | Coming soon | Coming soon |
| LVBench | 41.2% | Coming soon | Coming soon |
| MLVU (M-Avg) | 71.3% | Coming soon | Coming soon |
| MMVU | 52.9% | Coming soon | Coming soon |
| Video-MME (w/o subtitle) | 62.8% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 69.0% | Coming soon | Coming soon |
| VideoMMMU | 49.6% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LFM3-VL-2B public-lane score: Coming soon
- Beam 1.0 501B-A23B NVFP4 public-lane score: Coming soon

| Benchmark | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 89.3% | Coming soon |
| HLE w/o tools | Coming soon | 34.8% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LFM3-VL-2B public-lane score: Coming soon
- Beam 1.0 501B-A23B NVFP4 public-lane score: 86.2 (#47/156)

| Benchmark | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LFM3-VL-2B public-lane score: Coming soon
- Beam 1.0 501B-A23B NVFP4 public-lane score: 87.9 (Unranked · 1 rankable row)

| Benchmark | LFM3-VL-2B | Beam 1.0 501B-A23B NVFP4 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.5% | Coming soon |

## FAQ

### Can I compare LFM3-VL-2B and Beam 1.0 501B-A23B NVFP4 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [LFM3-VL-2B vs Beam 1.0 501B-A23B](/compare/lfm3-vl-2b-vs-reflection-beam)
- [Beam 1.0 501B-A23B NVFP4 vs Beam 1.0 501B-A23B](/compare/reflection-beam-vs-reflection-beam-nvfp4)
- [LFM3-VL-2B vs Beam 1.0 501B-A23B FP8](/compare/lfm3-vl-2b-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

- [LFM3-VL-2B profile](/models/lfm3-vl-2b)
- [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)