# Ling 3.0 Flash vs Beam

> Side-by-side benchmark comparison for Ling 3.0 Flash and Beam across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-reflection-beam
- Last updated: October 5, 2026

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

## Quick Verdict

Ling 3.0 Flash leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Ling 3.0 Flash has the higher overall point estimate 45.24 to 0. Conditional score ranges do not establish rank confidence.
- The biggest single benchmark swing is MCP Atlas in Agentic, with scores of 65.5% and 78.7%.
- Ling 3.0 Flash also has the larger context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash | Beam |
|----------|----------|----------|
| Creator | InclusionAI | Reflection AI |
| Type | Open Weight | Pending |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | null |
| Overall Score | 45.24 | null |
| Benchmarks Covered | 22 | 16 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 32.3 (Supported · #76/119)
- Beam public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Beam | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | 78.7% | Beam |
| skillsBench | 44.8% | Coming soon | Coming soon |
| BFCL v4 | 73.0% | Coming soon | Coming soon |
| WideResearch | 73.6% | Coming soon | Coming soon |
| BrowseComp | 72.2% | 77.4% | Beam |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.1% | Coming soon |
| DeepSearchQA | Coming soon | 80.1% | Coming soon |

### Coding

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 33.6 (Supported · #84/144)
- Beam public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Beam | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 65.5% | Beam |
| SWE Multilingual | 72.4% | 78% | Beam |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | 49.7% | Beam |
| LiveCodeBench (Vals) | 84.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 65.2% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 44.4% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 80.1% | Coming soon |
| SWE-Atlas Codebase QnA | Coming soon | 34.6% | Coming soon |
| SWE-bench Verified | Coming soon | 80.9% | Coming soon |

### Reasoning

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 72.5 (Unranked · 2 rankable rows)
- Beam public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Beam | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 65.5% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 42.4 (Supported · #93/171)
- Beam public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Beam | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | 90.5% | Beam |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 82.0% | Coming soon | Coming soon |
| HLE w/o tools | Coming soon | 36.2% | Coming soon |

### Instruction Following

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 71.4 (#63/125)
- Beam public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Beam | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | 79.7% | Beam |

### Mathematics

- Winner: Not comparable
- Ling 3.0 Flash public-lane score: 72.9 (Unranked · 3 rankable rows)
- Beam public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | Beam | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | 97.8% | Beam |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or Beam?

Ling 3.0 Flash has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### How many benchmarks does Ling 3.0 Flash cover on BenchLM?

Ling 3.0 Flash currently has 22 sourced benchmark scores on BenchLM.

### How many benchmarks does Beam cover on BenchLM?

Beam currently has 16 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ling 3.0 Flash vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [Beam vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-reflection-beam)
- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [Beam vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-reflection-beam)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [Beam profile](/models/reflection-beam)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)