# Celeris-1 vs MiniCPM5-1B

> Side-by-side benchmark comparison for Celeris-1 and MiniCPM5-1B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/celeris-1-vs-minicpm5-1b
- Last updated: September 4, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Celeris-1 and MiniCPM5-1B share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- MiniCPM5-1B has the larger published context window at 131K.

## Model Snapshot

| Property | Celeris-1 | MiniCPM5-1B |
|----------|----------|----------|
| Creator | Celeris | OpenBMB |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 131K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 4 | 14 |
| Pricing (input/output) | $0.20 / $0.70 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- MiniCPM5-1B public-lane score: 45.6 (Estimated · #92/151)

| Benchmark | Celeris-1 | MiniCPM5-1B | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | Coming soon | 25.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- MiniCPM5-1B public-lane score: Coming soon

| Benchmark | Celeris-1 | MiniCPM5-1B | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench Pro | Coming soon | 22.7% | Coming soon |
| LiveCodeBench v6 | Coming soon | 33.5% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: 47.8 (Unranked · 3 rankable rows)
- MiniCPM5-1B public-lane score: Coming soon

| Benchmark | Celeris-1 | MiniCPM5-1B | Winner |
|-----------|-----------|-----------|--------|
| DROP | 81.4% | Coming soon | Coming soon |
| BBH | Coming soon | 71.9% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- MiniCPM5-1B public-lane score: 38.7 (Estimated · #145/181)

| Benchmark | Celeris-1 | MiniCPM5-1B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 75.9% | 48.9% | Celeris-1 |
| MMLU-Redux | Coming soon | 70.1% | Coming soon |
| GPQA-D | Coming soon | 26.3% | Coming soon |
| SuperGPQA | Coming soon | 23.1% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- MiniCPM5-1B public-lane score: 24.8 (#118/120)

| Benchmark | Celeris-1 | MiniCPM5-1B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 80.8% | 80.4% | Celeris-1 |
| IFBench | Coming soon | 46.7% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- MiniCPM5-1B public-lane score: 5.4 (Unranked · 4 rankable rows)

| Benchmark | Celeris-1 | MiniCPM5-1B | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | 93.7% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 40.4% | Coming soon |
| AIME26 | Coming soon | 40.4% | Coming soon |
| HMMT Feb 2026 | Coming soon | 25.8% | Coming soon |
| MATH-500 | Coming soon | 91.6% | Coming soon |

## FAQ

### Is there enough evidence to pick between Celeris-1 and MiniCPM5-1B?

Not yet. The models share only 2 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

- [Celeris-1 vs Claude Fable 5.1](/compare/celeris-1-vs-claude-fable-5-1)
- [MiniCPM5-1B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-minicpm5-1b)
- [Celeris-1 vs GPT-6 Astra](/compare/celeris-1-vs-gpt-6-astra)
- [MiniCPM5-1B vs GPT-6 Astra](/compare/gpt-6-astra-vs-minicpm5-1b)

## Explore More

- [Celeris-1 profile](/models/celeris-1)
- [MiniCPM5-1B profile](/models/minicpm5-1b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)