Model comparison
DeepSeek V4 Pro (High) vs Hy3
Head-to-head evidence from 14 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: DeepSeek V4 Pro (High) #81 (Estimated); Hy3 #80 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek V4 Pro (High) and Hy3 share 14 comparable benchmark results. 0 of 8 categories are comparable. 24 results are unique to DeepSeek V4 Pro (High); 0 to Hy3.
Updated July 23, 2026- Shared results
- 14
- DeepSeek V4 Pro (High) only
- 24
- Hy3 only
- 0
- Comparable categories
- 0 / 8
Benchmark data for DeepSeek V4 Pro (High) and Hy3 is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 5 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.
DeepSeek V4 Pro (High) is priced at $0.43 input / $0.87 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Hy3. DeepSeek V4 Pro (High) has the larger context window at 1M, compared with 256K for Hy3.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | DeepSeek V4 Pro (High) | Δ | Hy3 |
|---|---|---|---|
| Agentic | DeepSeek V4 Pro (High)70.6 | MarginNo overlap | Hy3Not measured |
| Coding | DeepSeek V4 Pro (High)69.8 | MarginNo overlap | Hy3Not measured |
| Knowledge | DeepSeek V4 Pro (High)57.0 | MarginNo overlap | Hy3Not measured |
| Math | DeepSeek V4 Pro (High)94.0 | MarginNo overlap | Hy3Not measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek V4 Pro (High) | Hy3 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek V4 Pro (High)$0.435 input / $0.87 output | Hy3$0 input / $0 output | Hy3 has the lower combined listed price. |
| Generation speedtokens per second | DeepSeek V4 Pro (High)Not available | Hy3Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek V4 Pro (High)Not available | Hy3Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek V4 Pro (High)1M | Hy3256K | DeepSeek V4 Pro (High) lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Hy3 | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 63.3% | — | Not comparable |
| BrowseCompSource | 80.4% | — | Not comparable |
| HLE w/ toolsSource | 44.7% | — | Not comparable |
| MCP AtlasSource | 74.2% | — | Not comparable |
| ToolathlonSource | 49% | — | Not comparable |
| τ²-bench resultsSource | 94.2% | — | Not comparable |
| GDPval-AASource | 39.9% | 35.7% | DeepSeek V4 Pro (High) leads |
| GDPval-AASource | 1299 | 1214 | DeepSeek V4 Pro (High) leads |
| AA Agentic IndexSource | 34.4% | 30.7% | DeepSeek V4 Pro (High) leads |
Coding7 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Hy3 | Result |
|---|---|---|---|
| CodeforcesSource | 2919.0 | — | Not comparable |
| SWE-bench VerifiedSource | 79.4% | — | Not comparable |
| SWE-bench ProSource | 54.4% | — | Not comparable |
| SWE MultilingualSource | 74.1% | — | Not comparable |
| Terminal-Bench 2.0Source | 63.3% | — | Not comparable |
| AA-SciCodeSource | 46.4% | 47.6% | Hy3 leads |
| AA Coding IndexSource | 58.7% | 58.8% | Hy3 leads |
Reasoning4 benchmarks
Knowledge12 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Hy3 | Result |
|---|---|---|---|
| MMLU-ProSource | 87.1% | — | Not comparable |
| SimpleQASource | 46.2% | — | Not comparable |
| Chinese-SimpleQASource | 77.7% | — | Not comparable |
| GPQASource | 89.1% | — | Not comparable |
| GPQA-DSource | 89.1% | — | Not comparable |
| HLESource | 34.5% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 43.1% | 41.2% | DeepSeek V4 Pro (High) leads |
| AA-GPQA DiamondSource | 90.5% | 89.7% | DeepSeek V4 Pro (High) leads |
| AA-HLESource | 33.5% | 31.6% | DeepSeek V4 Pro (High) leads |
| AA-Omniscience IndexSource | -9.7% | -18.5% | DeepSeek V4 Pro (High) leads |
| AA-Omniscience AccuracySource | 41.8% | 31.5% | DeepSeek V4 Pro (High) leads |
| AA-Omniscience Hallucination RateSource | 88.6% | 73.0% | Hy3 leads |
Math4 benchmarks
Multimodal1 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Hy3 | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1264 | 1229 | DeepSeek V4 Pro (High) leads |
Inst. Following1 benchmarks
| Benchmark | DeepSeek V4 Pro (High) | Hy3 | Result |
|---|---|---|---|
| AA-IFBenchSource | 71.3% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare DeepSeek V4 Pro (High) and Hy3 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 V4 Pro (High) and Hy3 today?
DeepSeek V4 Pro (High): $0.43 input / $0.87 output per 1M tokens Hy3: $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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