Model comparison
DeepSeek R1 Distill Qwen 32B vs Ling 3.0 Flash
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: DeepSeek R1 Distill Qwen 32B #169 (Estimated); Ling 3.0 Flash unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek R1 Distill Qwen 32B and Ling 3.0 Flash share 0 comparable benchmark results. 0 of 8 categories are comparable. 6 results are unique to DeepSeek R1 Distill Qwen 32B; 0 to Ling 3.0 Flash.
Updated July 24, 2026- Shared results
- 0
- DeepSeek R1 Distill Qwen 32B only
- 6
- Ling 3.0 Flash only
- 0
- Comparable categories
- 0 / 8
Benchmark data for DeepSeek R1 Distill Qwen 32B and Ling 3.0 Flash 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 Ling 3.0 Flash yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.
Ling 3.0 Flash has the larger context window at 262K, 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 | DeepSeek R1 Distill Qwen 32B | Ling 3.0 Flash | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek R1 Distill Qwen 32B$0 input / $0 output | Ling 3.0 FlashNot available | A complete price comparison is not available. |
| Generation speedtokens per second | DeepSeek R1 Distill Qwen 32B60 tok/s | Ling 3.0 FlashNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek R1 Distill Qwen 32B0.84 s | Ling 3.0 FlashNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek R1 Distill Qwen 32B128K | Ling 3.0 Flash262K | Ling 3.0 Flash lists the larger context window. |
Benchmark Deep Dive
Coding1 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Ling 3.0 Flash | Result |
|---|---|---|---|
| AA-SciCodeSource | 37.6% | — | Not comparable |
Reasoning1 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Ling 3.0 Flash | Result |
|---|---|---|---|
| AA-LCRSource | 9.7% | — | Not comparable |
Knowledge3 benchmarks
Inst. Following1 benchmarks
| Benchmark | DeepSeek R1 Distill Qwen 32B | Ling 3.0 Flash | Result |
|---|---|---|---|
| AA-IFBenchSource | 22.9% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare DeepSeek R1 Distill Qwen 32B and Ling 3.0 Flash 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 DeepSeek R1 Distill Qwen 32B and Ling 3.0 Flash today?
DeepSeek R1 Distill Qwen 32B: $0.00 input / $0.00 output per 1M tokens Ling 3.0 Flash: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.