Model comparison
Celeris-1 vs DeepSeek Coder 2.0
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Celeris-1 unranked (Not scored); DeepSeek Coder 2.0 #114 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Celeris-1 and DeepSeek Coder 2.0 share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Celeris-1; 0 to DeepSeek Coder 2.0.
Updated July 24, 2026- Shared results
- 0
- Celeris-1 only
- 1
- DeepSeek Coder 2.0 only
- 0
- Comparable categories
- 0 / 8
Benchmark data for Celeris-1 and DeepSeek Coder 2.0 is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM does not have sourced benchmark coverage for DeepSeek Coder 2.0 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.
DeepSeek Coder 2.0 has the larger context window at 128K, compared with 8K for Celeris-1.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Celeris-1 | DeepSeek Coder 2.0 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Celeris-1$2 input / $6 output | DeepSeek Coder 2.0Not available | A complete price comparison is not available. |
| Generation speedtokens per second | Celeris-1Not available | DeepSeek Coder 2.0Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Celeris-1Not available | DeepSeek Coder 2.0Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Celeris-18K | DeepSeek Coder 2.0128K | DeepSeek Coder 2.0 lists the larger context window. |
Benchmark Deep Dive
Knowledge1 benchmarks
| Benchmark | Celeris-1 | DeepSeek Coder 2.0 | Result |
|---|---|---|---|
| MMLU-ProSource | 75.9% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare Celeris-1 and DeepSeek Coder 2.0 on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Celeris-1 and DeepSeek Coder 2.0 today?
Celeris-1: $2.00 input / $6.00 output per 1M tokens DeepSeek Coder 2.0: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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