Model comparison
DeepSeek V4 Flash (High) vs ZAYA1-74B-Preview
Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: DeepSeek V4 Flash (High) #92 (Estimated); ZAYA1-74B-Preview unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. DeepSeek V4 Flash (High) and ZAYA1-74B-Preview share 4 comparable benchmark results. 3 of 8 categories are comparable. 34 results are unique to DeepSeek V4 Flash (High); 3 to ZAYA1-74B-Preview.
Updated July 23, 2026- Shared results
- 4
- DeepSeek V4 Flash (High) only
- 34
- ZAYA1-74B-Preview only
- 3
- Comparable categories
- 3 / 8
Treat this as a split decision. DeepSeek V4 Flash (High) makes more sense if mathematics is the priority or you need the larger 1M context window; ZAYA1-74B-Preview is the better fit if knowledge is the priority or you want the cheaper token bill.
Confidence note. This is a partial-evidence comparison with 4 shared benchmark results across 2 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
DeepSeek V4 Flash (High) and ZAYA1-74B-Preview finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.
DeepSeek V4 Flash (High) is also the more expensive model on tokens at $0.14 input / $0.28 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for ZAYA1-74B-Preview. That is roughly Infinityx on output cost alone. DeepSeek V4 Flash (High) gives you the larger context window at 1M, compared with 256K for ZAYA1-74B-Preview.
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 Flash (High) | Δ | ZAYA1-74B-Preview |
|---|---|---|---|
| Math | DeepSeek V4 Flash (High)91.9 | Margin← 15.5 | ZAYA1-74B-Preview76.4 |
| Coding | DeepSeek V4 Flash (High)68.5 | Margin← 15.3 | ZAYA1-74B-Preview53.2 |
| Knowledge | DeepSeek V4 Flash (High)52.1 | Margin→ 14.0 | ZAYA1-74B-Preview66.1 |
| Agentic | DeepSeek V4 Flash (High)55.3 | MarginNo overlap | ZAYA1-74B-PreviewNot measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
GPQA
KnowledgeA 87.4%B 57.3%Winner: DeepSeek V4 Flash (High)Δ 30.1GPQA: DeepSeek V4 Flash (High) scored 87.4%; ZAYA1-74B-Preview scored 57.3%. DeepSeek V4 Flash (High) wins this benchmark. - Source ↗
SWE-bench Verified
CodingA 78.6%B 53.2%Winner: DeepSeek V4 Flash (High)Δ 25.4SWE-bench Verified: DeepSeek V4 Flash (High) scored 78.6%; ZAYA1-74B-Preview scored 53.2%. DeepSeek V4 Flash (High) wins this benchmark. - Source ↗
MMLU-Pro
KnowledgeA 86.4%B 68.1%Winner: DeepSeek V4 Flash (High)Δ 18.3MMLU-Pro: DeepSeek V4 Flash (High) scored 86.4%; ZAYA1-74B-Preview scored 68.1%. DeepSeek V4 Flash (High) wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | DeepSeek V4 Flash (High) | ZAYA1-74B-Preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | DeepSeek V4 Flash (High)$0.14 input / $0.28 output | ZAYA1-74B-Preview$0 input / $0 output | ZAYA1-74B-Preview has the lower combined listed price. |
| Generation speedtokens per second | DeepSeek V4 Flash (High)Not available | ZAYA1-74B-PreviewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | DeepSeek V4 Flash (High)Not available | ZAYA1-74B-PreviewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | DeepSeek V4 Flash (High)1M | ZAYA1-74B-Preview256K | DeepSeek V4 Flash (High) lists the larger context window. |
Benchmark Deep Dive
Agentic10 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 56.6% | — | Not comparable |
| BrowseCompSource | 53.5% | — | Not comparable |
| HLE w/ toolsSource | 40.3% | — | Not comparable |
| MCP AtlasSource | 67.4% | — | Not comparable |
| ToolathlonSource | 43.5% | — | Not comparable |
| τ²-bench resultsSource | 95.6% | — | Not comparable |
| AA Agentic IndexSource | 28.2% | — | Not comparable |
| GDPval-AASource | 32.4% | — | Not comparable |
| GDPval-AASource | 1147 | — | Not comparable |
| τ²-bench AirlineSource | — | 56.1% | Not comparable |
CodingDeepSeek V4 Flash (High) wins8 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| CodeforcesSource | 2816.0 | — | Not comparable |
| SWE-bench VerifiedSource | 78.6% | 53.2% | DeepSeek V4 Flash (High) leads |
| SWE-bench ProSource | 52.3% | — | Not comparable |
| SWE MultilingualSource | 70.2% | — | Not comparable |
| Terminal-Bench 2.0Source | 56.6% | — | Not comparable |
| AA-SciCodeSource | 42.0% | — | Not comparable |
| AA Coding IndexSource | 52.0% | — | Not comparable |
| LiveCodeBench v6Source | — | 65.7% | Not comparable |
Reasoning4 benchmarks
KnowledgeZAYA1-74B-Preview wins12 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| MMLU-ProSource | 86.4% | 68.1% | DeepSeek V4 Flash (High) leads |
| SimpleQASource | 28.9% | — | Not comparable |
| Chinese-SimpleQASource | 73.2% | — | Not comparable |
| GPQASource | 87.4% | 57.3% | DeepSeek V4 Flash (High) leads |
| GPQA-DSource | 87.4% | 57.3% | DeepSeek V4 Flash (High) leads |
| HLESource | 29.4% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 37.5% | — | Not comparable |
| AA-GPQA DiamondSource | 86.7% | — | Not comparable |
| AA-HLESource | 27.8% | — | Not comparable |
| AA-Omniscience IndexSource | -22.3% | — | Not comparable |
| AA-Omniscience AccuracySource | 35.5% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 89.7% | — | Not comparable |
MathDeepSeek V4 Flash (High) wins5 benchmarks
Multimodal1 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| Design Arena WebsiteSource | 1238 | — | Not comparable |
Inst. Following1 benchmarks
| Benchmark | DeepSeek V4 Flash (High) | ZAYA1-74B-Preview | Result |
|---|---|---|---|
| AA-IFBenchSource | 73.5% | — | Not comparable |
Frequently Asked Questions (4)
Which is better, DeepSeek V4 Flash (High) or ZAYA1-74B-Preview?
DeepSeek V4 Flash (High) and ZAYA1-74B-Preview are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.
Which is better for knowledge tasks, DeepSeek V4 Flash (High) or ZAYA1-74B-Preview?
ZAYA1-74B-Preview has the edge for knowledge tasks in this comparison, averaging 66.1 versus 52.1. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Which is better for coding, DeepSeek V4 Flash (High) or ZAYA1-74B-Preview?
DeepSeek V4 Flash (High) has the edge for coding in this comparison, averaging 68.5 versus 53.2. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
Which is better for math, DeepSeek V4 Flash (High) or ZAYA1-74B-Preview?
DeepSeek V4 Flash (High) has the edge for math in this comparison, averaging 91.9 versus 76.4. ZAYA1-74B-Preview stays close enough that the answer can still flip depending on your workload.
Related Comparisons
Explore More
Choose a model with this week’s evidence
Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.
One email each week. Unsubscribe anytime.