# Inkling vs LLaDA2.2-mini

> Side-by-side benchmark comparison for Inkling and LLaDA2.2-mini across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/inkling-vs-llada2-2-mini
- 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: Inkling and LLaDA2.2-mini 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-mini has the lower published output-token price.
- Inkling has the larger published context window at 1M.

## Model Snapshot

| Property | Inkling | LLaDA2.2-mini |
|----------|----------|----------|
| Creator | Thinking Machines Lab | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 128K |
| Independent public score (not head-to-head) | 60.28 | null |
| Benchmarks Covered | 21 | 9 |
| Pricing (input/output) | $1.87 / $4.68 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Inkling public-lane score: 38.3 (Supported · #122/152)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 63.8% | Coming soon | Coming soon |
| BrowseComp | 77.1% | Coming soon | Coming soon |
| MCP Atlas | 74.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 47.6% | Coming soon | Coming soon |
| BFCL v4 | Coming soon | 47.7% | Coming soon |
| τ²-bench results | Coming soon | 57.5% | Coming soon |
| Claw-Eval | Coming soon | 57.2% | Coming soon |
| PinchBench | Coming soon | 62.3% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Inkling public-lane score: 41.1 (Supported · #111/151)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.6% | Coming soon | Coming soon |
| SWE-bench Pro | 54.3% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 63.8% | Coming soon | Coming soon |
| FrontierSWE v2 | 4.1% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 85.5% | Coming soon | Coming soon |
| SWE-bench (Vals) | 77.6% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 28.1% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Inkling public-lane score: 49.2 (#38/48)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 73.5% | Coming soon | Coming soon |
| CharXiv | 82% | Coming soon | Coming soon |
| CharXiv w/o tools | 78.1% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Inkling public-lane score: 74.1 (Unranked · 2 rankable rows)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | Coming soon | 35.0% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Inkling public-lane score: 57.4 (Supported · #43/183)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.9% | Coming soon | Coming soon |
| GPQA-D | 87.9% | 44.4% | Inkling |
| HLE | 46% | Coming soon | Coming soon |
| HLE w/o tools | 30% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 87.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 86.3% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Inkling public-lane score: 85.2 (#44/123)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.8% | 24.9% | Inkling |

### Mathematics

- Winner: Insufficient shared evidence
- Inkling public-lane score: 78.9 (Unranked · 1 rankable row)
- LLaDA2.2-mini public-lane score: Coming soon

| Benchmark | Inkling | LLaDA2.2-mini | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 97.1% | 35.0% | Inkling |

## FAQ

### Is there enough evidence to pick between Inkling and LLaDA2.2-mini?

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

- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)
- [LLaDA2.2-mini vs Inkling-Small](/compare/inkling-small-vs-llada2-2-mini)
- [Inkling vs LLaDA2.2-flash](/compare/inkling-vs-llada2-2-flash)
- [LLaDA2.2-mini vs LLaDA2.2-flash](/compare/llada2-2-flash-vs-llada2-2-mini)

## Explore More

- [Inkling profile](/models/inkling)
- [LLaDA2.2-mini profile](/models/llada2-2-mini)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)