# Ling 3.0 Flash vs MiniMax M2.7

> Side-by-side benchmark comparison for Ling 3.0 Flash and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-vs-minimax-m2-7
- Last updated: September 4, 2026

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

## Quick Verdict

Pick MiniMax M2.7 if you want the stronger benchmark profile. Ling 3.0 Flash only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- MiniMax M2.7 leads overall 58.98 to 52.2.
- The clearest category separation is in instruction following, where the averages are 75.6 for Ling 3.0 Flash and 92.7 for MiniMax M2.7.
- The biggest single benchmark swing is SWE-bench (Vals) in Coding, with scores of 65.2% and 73.8%.
- Ling 3.0 Flash is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Ling 3.0 Flash also has the larger context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash | MiniMax M2.7 |
|----------|----------|----------|
| Creator | InclusionAI | MiniMax |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 262K | 200K |
| Overall Score | 52.2 | 58.98 |
| Benchmarks Covered | 22 | 23 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 40 (Supported · #121/151)
- MiniMax M2.7 public-lane score: 43.1 (Estimated · #107/151)

| Benchmark | Ling 3.0 Flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| MCP Atlas | 65.5% | Coming soon | Coming soon |
| 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% | Coming soon | Coming soon |
| DRACO | 70.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | 48.7% | Ling 3.0 Flash |
| Terminal-Bench 2.0 | Coming soon | 57% | Coming soon |
| Toolathlon | Coming soon | 46.3% | Coming soon |
| MLE-Bench Lite | Coming soon | 66.6% | Coming soon |
| MM-ClawBench | Coming soon | 62.7% | Coming soon |
| Claw-Eval | Coming soon | 48.7% | Coming soon |
| Gert Labs | Coming soon | 40.40% | Coming soon |

### Coding

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 42.8 (Estimated · #126/183)
- MiniMax M2.7 public-lane score: 50.5 (Estimated · #70/183)

| Benchmark | Ling 3.0 Flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.6% | 56.2% | Ling 3.0 Flash |
| SWE Multilingual | 72.4% | 76.5% | MiniMax M2.7 |
| LiveCodeBench v5 | 82.8% | Coming soon | Coming soon |
| SciCode | 41.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 84.0% | 79.9% | Ling 3.0 Flash |
| SWE-bench (Vals) | 65.2% | 73.8% | MiniMax M2.7 |
| SWE-bench Verified* | Coming soon | 75.4% | Coming soon |
| SWE-Rebench | Coming soon | 51.9% | Coming soon |
| Multi-SWE Bench | Coming soon | 52.7% | Coming soon |
| VIBE-Pro | Coming soon | 55.6% | Coming soon |
| NL2Repo | Coming soon | 39.8% | Coming soon |
| Vibe Code Bench | Coming soon | 27.04% | Coming soon |
| React Native Evals | Coming soon | 71.4% | Coming soon |

### Reasoning

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 69.2 (Unranked · 2 rankable rows)
- MiniMax M2.7 public-lane score: 75.2 (Unranked · 2 rankable rows)

### Knowledge

- Winner: MiniMax M2.7
- Ling 3.0 Flash public-lane score: 45.9 (Supported · #112/181)
- MiniMax M2.7 public-lane score: 50.2 (Supported · #88/181)

| Benchmark | Ling 3.0 Flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.0% | Coming soon | Coming soon |
| GPQA-D | 85.0% | 87.0% | MiniMax M2.7 |
| HLE | 22.7% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 84.8% | 86.6% | MiniMax M2.7 |
| MMLU-Pro (Vals) | 82.0% | 80.4% | Ling 3.0 Flash |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 75.6 (#58/120)
- MiniMax M2.7 public-lane score: 92.7 (#10/120)

| Benchmark | Ling 3.0 Flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 74.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Coming soon
- Ling 3.0 Flash public-lane score: 73.7 (Unranked · 3 rankable rows)
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 93.2% | Coming soon | Coming soon |
| HMMT Feb 2026 | 87.0% | Coming soon | Coming soon |
| IMOAnswerBench | 83.7% | Coming soon | Coming soon |
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |

## FAQ

### Which is better overall, Ling 3.0 Flash or MiniMax M2.7?

MiniMax M2.7 is ahead overall on BenchLM right now.

### Where is the biggest gap between Ling 3.0 Flash and MiniMax M2.7?

The widest category gap is in instruction following, where the averages are 75.6 for Ling 3.0 Flash and 92.7 for MiniMax M2.7.

### 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 MiniMax M2.7 cover on BenchLM?

MiniMax M2.7 currently has 23 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ling 3.0 Flash vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [MiniMax M2.7 vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-minimax-m2-7)
- [Ling 3.0 Flash vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-vs-ling-3-0-flash-fin)
- [MiniMax M2.7 vs Ling 3.0 Flash Fin](/compare/ling-3-0-flash-fin-vs-minimax-m2-7)

## Explore More

- [Ling 3.0 Flash profile](/models/ling-3-0-flash)
- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)