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Model comparison

LFM2.5-VL-450M-Extract vs ZAYA1-74B-Preview

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
N/A
No comparison
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0 category wins0 category wins

Evidence parity. LFM2.5-VL-450M-Extract and ZAYA1-74B-Preview share 0 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to LFM2.5-VL-450M-Extract; 7 to ZAYA1-74B-Preview.

Updated July 23, 2026
Shared results
0
LFM2.5-VL-450M-Extract only
3
ZAYA1-74B-Preview only
7
Comparable categories
0 / 8

Benchmark data for LFM2.5-VL-450M-Extract and ZAYA1-74B-Preview 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.

ZAYA1-74B-Preview has the larger context window at 256K, compared with 128K for LFM2.5-VL-450M-Extract.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricLFM2.5-VL-450M-ExtractZAYA1-74B-PreviewComparison
Input / output priceUSD per 1M tokensLFM2.5-VL-450M-ExtractNot availableZAYA1-74B-Preview$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondLFM2.5-VL-450M-ExtractNot availableZAYA1-74B-PreviewNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLFM2.5-VL-450M-ExtractNot availableZAYA1-74B-PreviewNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensLFM2.5-VL-450M-Extract128KZAYA1-74B-Preview256KZAYA1-74B-Preview lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLFM2.5-VL-450M-ExtractZAYA1-74B-PreviewResult
τ²-bench AirlineSource —56.1%Not comparable
Coding
BenchmarkLFM2.5-VL-450M-ExtractZAYA1-74B-PreviewResult
LiveCodeBench v6Source —65.7%Not comparable
SWE-bench VerifiedSource —53.2%Not comparable
Knowledge
BenchmarkLFM2.5-VL-450M-ExtractZAYA1-74B-PreviewResult
MMLU-ProSource —68.1%Not comparable
GPQASource —57.3%Not comparable
GPQA-DSource —57.3%Not comparable
Math
BenchmarkLFM2.5-VL-450M-ExtractZAYA1-74B-PreviewResult
AIME26Source —76.4%Not comparable
Multimodal
BenchmarkLFM2.5-VL-450M-ExtractZAYA1-74B-PreviewResult
Liquid Extract JSON ValiditySource 98.9%—Not comparable
Liquid Extract F1Source 98.8%—Not comparable
Liquid Extract VLM JudgeSource 84.5%—Not comparable
Frequently Asked Questions (3)

Can I compare LFM2.5-VL-450M-Extract and ZAYA1-74B-Preview 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 LFM2.5-VL-450M-Extract and ZAYA1-74B-Preview today?

ZAYA1-74B-Preview: $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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Last updated: July 23, 2026

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