Model profile
ZAYA1-74B-Preview
Evidence coverage
7 of 323 tracked benchmarks are published. 7 are verified and 0 provisional. 4 of 8 categories are measured.
- Published / tracked
- 7 / 323
- Verified
- 7
- Provisional
- 0
- Categories with evidence
- 4 / 8
Evidence by category
- Agentic1 benchmarkVerified
- Coding2 benchmarksVerified
- Reasoning0 benchmarksNot measured
- Knowledge3 benchmarksVerified
- Math1 benchmarkVerified
- Multilingual0 benchmarksNot measured
- Multimodal0 benchmarksNot measured
- Inst. Following0 benchmarksNot measured
BenchLM is tracking ZAYA1-74B-Preview, but this profile is currently excluded from the public leaderboard because it still lacks enough non-generated benchmark coverage to rank safely. Only non-generated public benchmark rows appear below.
ZAYA1-74B-Preview is a open weight model with a 256K token context window. It uses explicit chain-of-thought reasoning, which typically improves performance on math and complex reasoning tasks at the cost of higher latency and token usage.
ZAYA1-74B-Preview sits inside the ZAYA1 family alongside ZAYA1-8B. This profile currently has 7 of 323 tracked benchmarks. BenchLM only exposes non-generated benchmark rows publicly, so missing categories stay blank until a sourced evaluation is available.
Its strongest category is Coding (#67). This performance profile makes it particularly well-suited for software development and code generation tasks.
Peer position
Exact provisional scores and ranks for the closest listed peers. A score can appear before a model clears the evidence threshold for a rank, so equal scores can have different rank states.
Range 77.44–83.93
- Claude Mythos 5AnthropicCompare#183.93Claude Mythos 5 is #1 with a score of 83.93.
- Claude Fable 5AnthropicCompare#283.68Claude Fable 5 is #2 with a score of 83.68.
- GPT-5.6 SolOpenAICompare#381.96GPT-5.6 Sol is #3 with a score of 81.96.
- Kimi K3Moonshot AICompare#480.96Kimi K3 is #4 with a score of 80.96.
- Claude Opus 4.8AnthropicCompare#578.34Claude Opus 4.8 is #5 with a score of 78.34.
- Muse Spark 1.1MetaCompare#677.44Muse Spark 1.1 is #6 with a score of 77.44.
- ZAYA1-74B-PreviewCurrent modelZyphraUnrankedNot measuredZAYA1-74B-Preview is Unranked with a score of Not measured.
Category percentile
More
Relative position among models eligible for each sourced category. A higher percentile means a stronger position within that category's ranked cohort; 100 is highest.
- Coding45%Eligible cohort rank #67 of 122Category score 49.5
Category evidence
Scores and ranks appear only where this model has published benchmark evidence. Categories without displayable source records remain not measured.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticWeight 22%1 benchmarkVerified | Score pending | Not ranked | Not available | 22% | 1 benchmark | Verified |
| CodingRank #67 of 122Percentile 45thWeight 20%2 benchmarksVerified | 49.5 | #67 of 122 | 45th | 20% | 2 benchmarks | Verified |
| ReasoningWeight 17%0 benchmarksNot measured | Not measured | Not ranked | Not available | 17% | 0 benchmarks | Not measured |
| KnowledgeRank Not rankedWeight 12%3 benchmarksVerified | 58.0 | Not ranked | Not available | 12% | 3 benchmarks | Verified |
| MathRank Not rankedWeight 5%1 benchmarkVerified | 56.5 | Not ranked | Not available | 5% | 1 benchmark | Verified |
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | Not ranked | Not available | 7% | 0 benchmarks | Not measured |
| MultimodalWeight 12%0 benchmarksNot measured | Not measured | Not ranked | Not available | 12% | 0 benchmarks | Not measured |
| Inst. FollowingWeight 5%0 benchmarksNot measured | Not measured | Not ranked | Not available | 5% | 0 benchmarks | Not measured |
Benchmark Details
Rows below have a displayable published verification record. Each source link and provenance note remains in the page HTML while its category is closed. Source-unverified manual rows and generated rows stay hidden.
Agentic1 benchmark
τ²-Bench Airline Domain
Coding2 benchmarks
Software Engineering Benchmark Verified
Knowledge3 benchmarks
Massive Multitask Language Understanding Professional
Graduate-Level Google-Proof Q&A
GPQA Diamond
Math1 benchmark
AIME 2026
Frequently Asked Questions
How does ZAYA1-74B-Preview perform overall in AI benchmarks?
ZAYA1-74B-Preview has 7 published benchmark scores on BenchLM, but it does not yet have enough non-generated coverage to receive a global overall rank.
Is ZAYA1-74B-Preview good for knowledge and understanding?
ZAYA1-74B-Preview has visible benchmark coverage in knowledge and understanding, but BenchLM does not currently assign it a global category rank there.
Is ZAYA1-74B-Preview good for coding and programming?
ZAYA1-74B-Preview ranks #67 out of 122 models in coding and programming benchmarks with an average score of 49.5. There are stronger options in this category.
Is ZAYA1-74B-Preview good for mathematics?
ZAYA1-74B-Preview has visible benchmark coverage in mathematics, but BenchLM does not currently assign it a global category rank there.
Is ZAYA1-74B-Preview good for agentic tool use and computer tasks?
ZAYA1-74B-Preview has visible benchmark coverage in agentic tool use and computer tasks, but BenchLM does not currently assign it a global category rank there.
Is ZAYA1-74B-Preview open source?
Yes, ZAYA1-74B-Preview is an open weight model created by Zyphra, meaning it can be downloaded and run locally or fine-tuned for specific use cases.
Which sibling models are related to ZAYA1-74B-Preview?
ZAYA1-74B-Preview belongs to the ZAYA1 family. Related variants on BenchLM include ZAYA1-8B.
Does ZAYA1-74B-Preview have full benchmark coverage on BenchLM?
Not yet. ZAYA1-74B-Preview currently has 7 published benchmark scores out of the 323 benchmarks BenchLM tracks. BenchLM only exposes non-generated public benchmark rows, so missing categories stay blank until a sourced evaluation is available.
What is the context window size of ZAYA1-74B-Preview?
ZAYA1-74B-Preview has a published context window of 256K, which determines how much text it can process in a single interaction.
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