Model comparison
Inkling vs MiniCPM5-1B
Head-to-head evidence from 3 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: Inkling #17; MiniCPM5-1B unranked
Evidence parity. Inkling and MiniCPM5-1B share 3 comparable benchmark results. 3 of 8 categories are comparable. 13 results are unique to Inkling; 11 to MiniCPM5-1B.
Updated July 15, 2026- Shared results
- 3
- Inkling only
- 13
- MiniCPM5-1B only
- 11
- Comparable categories
- 3 / 8
Pick Inkling if you want the stronger benchmark profile. MiniCPM5-1B only becomes the better choice if you want the stronger reasoning-first profile.
Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 3 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Inkling is clearly ahead on the provisional aggregate, 69 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Inkling's sharpest advantage is in mathematics, where it averages 97.1 against 33.1. The single biggest benchmark swing on the page is AIME26, 97.1% to 40.4%.
MiniCPM5-1B is the reasoning model in the pair, while Inkling is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Inkling gives you the larger context window at 1M, compared with 131K for MiniCPM5-1B.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Inkling | Δ | MiniCPM5-1B |
|---|---|---|---|
| Math | Inkling97.1 | Margin← 64.0 | MiniCPM5-1B33.1 |
| Inst. Following | Inkling79.8 | Margin← 21.3 | MiniCPM5-1B58.5 |
| Knowledge | Inkling51.7 | Margin← 7.6 | MiniCPM5-1B44.1 |
| Agentic | Inkling69.4 | MarginNo overlap | MiniCPM5-1BNot measured |
| Coding | Inkling68.6 | MarginNo overlap | MiniCPM5-1BNot measured |
| Multimodal | Inkling76.5 | MarginNo overlap | MiniCPM5-1BNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Inkling | MiniCPM5-1B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Inkling$1.87 input / $4.68 output | MiniCPM5-1BNot available | A complete price comparison is not available. |
| Generation speedtokens per second | InklingNot available | MiniCPM5-1BNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | InklingNot available | MiniCPM5-1BNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Inkling1M | MiniCPM5-1B131K | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
Coding5 benchmarks
Reasoning1 benchmarks
| Benchmark | Inkling | MiniCPM5-1B | Result |
|---|---|---|---|
| BBHSource | — | 71.9% | Not comparable |
KnowledgeInkling wins7 benchmarks
MathInkling wins4 benchmarks
Multimodal3 benchmarks
Frequently Asked Questions (4)
Which is better, Inkling or MiniCPM5-1B?
Inkling is ahead on BenchLM's provisional leaderboard, 69 to 36. The biggest single separator in this matchup is AIME26, where the scores are 97.1% and 40.4%.
Which is better for knowledge tasks, Inkling or MiniCPM5-1B?
Inkling has the edge for knowledge tasks in this comparison, averaging 51.7 versus 44.1. Inside this category, GPQA-D is the benchmark that creates the most daylight between them.
Which is better for math, Inkling or MiniCPM5-1B?
Inkling has the edge for math in this comparison, averaging 97.1 versus 33.1. Inside this category, AIME26 is the benchmark that creates the most daylight between them.
Which is better for instruction following, Inkling or MiniCPM5-1B?
Inkling has the edge for instruction following in this comparison, averaging 79.8 versus 58.5. Inside this category, IFBench is the benchmark that creates the most daylight between them.
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