Model comparison
Celeris-1 vs DeepSeek R1 Distill Qwen 32B
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 R1 Distill Qwen 32B #160 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Celeris-1 and DeepSeek R1 Distill Qwen 32B share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Celeris-1; 6 to DeepSeek R1 Distill Qwen 32B.
Updated July 24, 2026- Shared results
- 0
- Celeris-1 only
- 1
- DeepSeek R1 Distill Qwen 32B only
- 6
- Comparable categories
- 0 / 8
Benchmark data for Celeris-1 and DeepSeek R1 Distill Qwen 32B 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Celeris-1 is priced at $2.00 input / $6.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for DeepSeek R1 Distill Qwen 32B. DeepSeek R1 Distill Qwen 32B 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 R1 Distill Qwen 32B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Celeris-1$2 input / $6 output | DeepSeek R1 Distill Qwen 32B$0 input / $0 output | DeepSeek R1 Distill Qwen 32B has the lower combined listed price. |
| Generation speedtokens per second | Celeris-1Not available | DeepSeek R1 Distill Qwen 32B60 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Celeris-1Not available | DeepSeek R1 Distill Qwen 32B0.84 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Celeris-18K | DeepSeek R1 Distill Qwen 32B128K | DeepSeek R1 Distill Qwen 32B lists the larger context window. |
Benchmark Deep Dive
Coding1 benchmarks
| Benchmark | Celeris-1 | DeepSeek R1 Distill Qwen 32B | Result |
|---|---|---|---|
| AA-SciCodeSource | — | 37.6% | Not comparable |
Reasoning1 benchmarks
| Benchmark | Celeris-1 | DeepSeek R1 Distill Qwen 32B | Result |
|---|---|---|---|
| AA-LCRSource | — | 9.7% | Not comparable |
Knowledge4 benchmarks
Inst. Following1 benchmarks
| Benchmark | Celeris-1 | DeepSeek R1 Distill Qwen 32B | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 22.9% | Not comparable |
Frequently Asked Questions (3)
Can I compare Celeris-1 and DeepSeek R1 Distill Qwen 32B 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 R1 Distill Qwen 32B today?
Celeris-1: $2.00 input / $6.00 output per 1M tokens DeepSeek R1 Distill Qwen 32B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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