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Model comparison

Holo2-235B-A22B vs LFM2.5-VL-450M-Extract

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. Holo2-235B-A22B and LFM2.5-VL-450M-Extract share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Holo2-235B-A22B; 3 to LFM2.5-VL-450M-Extract.

Updated July 23, 2026
Shared results
0
Holo2-235B-A22B only
1
LFM2.5-VL-450M-Extract only
3
Comparable categories
0 / 8

Benchmark data for Holo2-235B-A22B and LFM2.5-VL-450M-Extract 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.

Holo2-235B-A22B has the larger context window at 262K, 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.

MetricHolo2-235B-A22BLFM2.5-VL-450M-ExtractComparison
Input / output priceUSD per 1M tokensHolo2-235B-A22BNot availableLFM2.5-VL-450M-ExtractNot availableA complete price comparison is not available.
Generation speedtokens per secondHolo2-235B-A22BNot availableLFM2.5-VL-450M-ExtractNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenHolo2-235B-A22BNot availableLFM2.5-VL-450M-ExtractNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensHolo2-235B-A22B262KLFM2.5-VL-450M-Extract128KHolo2-235B-A22B lists the larger context window.

Benchmark Deep Dive

Multimodal
BenchmarkHolo2-235B-A22BLFM2.5-VL-450M-ExtractResult
ScreenSpot ProSource 70.6%—Not comparable
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 (2)

Can I compare Holo2-235B-A22B and LFM2.5-VL-450M-Extract 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.

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Last updated: July 23, 2026

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