# LLaDA2.2-flash vs MiniMax M2.7

> Side-by-side benchmark comparison for LLaDA2.2-flash and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llada2-2-flash-vs-minimax-m2-7
- Last updated: September 10, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: LLaDA2.2-flash and MiniMax M2.7 share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- LLaDA2.2-flash has the lower published output-token price.
- MiniMax M2.7 has the larger published context window at 200K.

## Model Snapshot

| Property | LLaDA2.2-flash | MiniMax M2.7 |
|----------|----------|----------|
| Creator | InclusionAI | MiniMax |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 128K | 200K |
| Independent public score (not head-to-head) | null | 55.19 |
| Benchmarks Covered | 8 | 23 |
| Pricing (input/output) | $0.00 / $0.00 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 41.2 (Estimated · #111/152)

| Benchmark | LLaDA2.2-flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| τ²-bench results | 80.3% | Coming soon | Coming soon |
| Claw-Eval | 64.2% | 48.7% | LLaDA2.2-flash |
| PinchBench | 81.7% | Coming soon | Coming soon |
| MCP Atlas | 46.2% | Coming soon | Coming soon |
| BFCL v4 | 60.8% | Coming soon | Coming soon |
| 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 |
| Gert Labs | Coming soon | 40.40% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 48.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 48.7 (Estimated · #67/151)

| Benchmark | LLaDA2.2-flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 49.3% | Coming soon | Coming soon |
| SWE-bench Pro | 30.1% | 56.2% | MiniMax M2.7 |
| SWE Multilingual | 25% | 76.5% | 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 |
| LiveCodeBench (Vals) | Coming soon | 79.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 73.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 74.8 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 48.7 (Supported · #90/183)

| Benchmark | LLaDA2.2-flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 87.0% | Coming soon |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 86.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 80.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 93 (#10/123)

### Mathematics

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | LLaDA2.2-flash | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |

## FAQ

### Is there enough evidence to pick between LLaDA2.2-flash and MiniMax M2.7?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [LLaDA2.2-flash vs LLaDA2.2-mini](/compare/llada2-2-flash-vs-llada2-2-mini)
- [MiniMax M2.7 vs LLaDA2.2-mini](/compare/llada2-2-mini-vs-minimax-m2-7)
- [LLaDA2.2-flash vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-llada2-2-flash)
- [MiniMax M2.7 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-minimax-m2-7)

## Explore More

- [LLaDA2.2-flash profile](/models/llada2-2-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)