# Celeris-1 vs Qwen3.5-122B-A10B

> Side-by-side benchmark comparison for Celeris-1 and Qwen3.5-122B-A10B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/celeris-1-vs-qwen3-5-122b-a10b
- 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 Qwen3.5-122B-A10B 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.
- Qwen3.5-122B-A10B has the lower published output-token price.
- Qwen3.5-122B-A10B has the larger published context window at 262K.

## Model Snapshot

| Property | Celeris-1 | Qwen3.5-122B-A10B |
|----------|----------|----------|
| Creator | Celeris | Alibaba |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 262K |
| Independent public score (not head-to-head) | null | 59.01 |
| Benchmarks Covered | 4 | 15 |
| Pricing (input/output) | $0.20 / $0.70 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 49.3 (Estimated · #69/151)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 49.4% | Coming soon |
| BrowseComp | Coming soon | 63.8% | Coming soon |
| OSWorld-Verified | Coming soon | 58% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 44.2 (Supported · #114/183)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 72% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 57 (#32/48)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 83.9% | Coming soon |
| MMVU | Coming soon | 74.7% | Coming soon |
| MathVision | Coming soon | 86.2% | Coming soon |
| CharXiv | Coming soon | 77.2% | Coming soon |
| V* | Coming soon | 93.2% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: 47.8 (Unranked · 3 rankable rows)
- Qwen3.5-122B-A10B public-lane score: 47.9 (Unranked · 3 rankable rows)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| DROP | 81.4% | Coming soon | Coming soon |
| LongBench v2 | Coming soon | 60.2% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 50.2 (Supported · #89/181)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | 75.9% | 86.7% | Qwen3.5-122B-A10B |
| SuperGPQA | Coming soon | 67.1% | Coming soon |
| GPQA | Coming soon | 86.6% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 92.7 (#11/120)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 80.8% | 93.4% | Qwen3.5-122B-A10B |

### Multilingual

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: 36.8 (#10/12)

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 82.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Celeris-1 public-lane score: Coming soon
- Qwen3.5-122B-A10B public-lane score: Coming soon

| Benchmark | Celeris-1 | Qwen3.5-122B-A10B | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | 93.7% | Coming soon | Coming soon |

## FAQ

### Is there enough evidence to pick between Celeris-1 and Qwen3.5-122B-A10B?

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)
- [Qwen3.5-122B-A10B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-5-122b-a10b)
- [Celeris-1 vs GPT-6 Astra](/compare/celeris-1-vs-gpt-6-astra)
- [Qwen3.5-122B-A10B vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-5-122b-a10b)

## Explore More

- [Celeris-1 profile](/models/celeris-1)
- [Qwen3.5-122B-A10B profile](/models/qwen3-5-122b-a10b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)