# Inkling vs Ling 3.0 Tiny

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

- Canonical page: https://benchlm.ai/compare/inkling-vs-ling-3-0-tiny
- Last updated: September 10, 2026

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

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Inkling and Ling 3.0 Tiny.

## Summary

- Inkling and Ling 3.0 Tiny 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 | Inkling | Ling 3.0 Tiny |
|----------|----------|----------|
| Creator | Thinking Machines Lab | InclusionAI |
| Type | Open Weight | Open Weight |
| Reasoning | Hybrid | Reasoning |
| Context | 1M | 262K |
| Independent public score (not head-to-head) | 60.28 | null |
| Benchmarks Covered | 21 | 0 |
| 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)
- Ling 3.0 Tiny public-lane score: Coming soon

| Benchmark | Inkling | Ling 3.0 Tiny | 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 |

### Coding

- Winner: Insufficient shared evidence
- Inkling public-lane score: 41.1 (Supported · #111/151)
- Ling 3.0 Tiny public-lane score: Coming soon

| Benchmark | Inkling | Ling 3.0 Tiny | 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 |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Inkling public-lane score: 49.2 (#38/48)
- Ling 3.0 Tiny public-lane score: Coming soon

| Benchmark | Inkling | Ling 3.0 Tiny | 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)
- Ling 3.0 Tiny public-lane score: 62.5 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Inkling public-lane score: 57.4 (Supported · #43/183)
- Ling 3.0 Tiny public-lane score: Coming soon

| Benchmark | Inkling | Ling 3.0 Tiny | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 87.9% | Coming soon | Coming soon |
| GPQA-D | 87.9% | Coming soon | Coming soon |
| 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)
- Ling 3.0 Tiny public-lane score: Coming soon

| Benchmark | Inkling | Ling 3.0 Tiny | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 79.8% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Inkling public-lane score: 78.9 (Unranked · 1 rankable row)
- Ling 3.0 Tiny public-lane score: Coming soon

| Benchmark | Inkling | Ling 3.0 Tiny | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 97.1% | Coming soon | Coming soon |

## FAQ

### Can I compare Inkling and Ling 3.0 Tiny 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

- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)
- [Ling 3.0 Tiny vs Inkling-Small](/compare/inkling-small-vs-ling-3-0-tiny)
- [Inkling vs Ling 3.0 Flash](/compare/inkling-vs-ling-3-0-flash)
- [Ling 3.0 Tiny vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-tiny)

## Explore More

- [Inkling profile](/models/inkling)
- [Ling 3.0 Tiny profile](/models/ling-3-0-tiny)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)