Model comparison
Claude Sonnet 4.5 Thinking 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: Claude Sonnet 4.5 Thinking 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. Claude Sonnet 4.5 Thinking and DeepSeek R1 Distill Qwen 32B share 0 comparable benchmark results. 0 of 8 categories are comparable. 2 results are unique to Claude Sonnet 4.5 Thinking; 6 to DeepSeek R1 Distill Qwen 32B.
Updated July 23, 2026- Shared results
- 0
- Claude Sonnet 4.5 Thinking only
- 2
- DeepSeek R1 Distill Qwen 32B only
- 6
- Comparable categories
- 0 / 8
Benchmark data for Claude Sonnet 4.5 Thinking 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.
Claude Sonnet 4.5 Thinking has the larger context window at 200K, compared with 128K for DeepSeek R1 Distill Qwen 32B.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude Sonnet 4.5 Thinking | DeepSeek R1 Distill Qwen 32B | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude Sonnet 4.5 ThinkingNot available | DeepSeek R1 Distill Qwen 32B$0 input / $0 output | A complete price comparison is not available. |
| Generation speedtokens per second | Claude Sonnet 4.5 ThinkingNot available | DeepSeek R1 Distill Qwen 32B60 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude Sonnet 4.5 ThinkingNot available | DeepSeek R1 Distill Qwen 32B0.84 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude Sonnet 4.5 Thinking200K | DeepSeek R1 Distill Qwen 32B128K | Claude Sonnet 4.5 Thinking lists the larger context window. |
Benchmark Deep Dive
Coding2 benchmarks
Reasoning1 benchmarks
| Benchmark | Claude Sonnet 4.5 Thinking | DeepSeek R1 Distill Qwen 32B | Result |
|---|---|---|---|
| AA-LCRSource | — | 9.7% | Not comparable |
Knowledge3 benchmarks
Multimodal1 benchmarks
| Benchmark | Claude Sonnet 4.5 Thinking | DeepSeek R1 Distill Qwen 32B | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1219 | — | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Claude Sonnet 4.5 Thinking | DeepSeek R1 Distill Qwen 32B | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 22.9% | Not comparable |
Frequently Asked Questions (3)
Can I compare Claude Sonnet 4.5 Thinking 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 Claude Sonnet 4.5 Thinking and DeepSeek R1 Distill Qwen 32B today?
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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