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Model comparison

LFM2.5-VL-450M-Extract vs MiniCPM5-1B

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 MiniCPM5-1B share 0 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to LFM2.5-VL-450M-Extract; 14 to MiniCPM5-1B.

Updated July 23, 2026
Shared results
0
LFM2.5-VL-450M-Extract only
3
MiniCPM5-1B only
14
Comparable categories
0 / 8

Benchmark data for LFM2.5-VL-450M-Extract and MiniCPM5-1B 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.

MiniCPM5-1B has the larger context window at 131K, 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-ExtractMiniCPM5-1BComparison
Input / output priceUSD per 1M tokensLFM2.5-VL-450M-ExtractNot availableMiniCPM5-1BNot availableA complete price comparison is not available.
Generation speedtokens per secondLFM2.5-VL-450M-ExtractNot availableMiniCPM5-1BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLFM2.5-VL-450M-ExtractNot availableMiniCPM5-1BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensLFM2.5-VL-450M-Extract128KMiniCPM5-1B131KMiniCPM5-1B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
BFCL v4Source —25.1%Not comparable
Coding
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
LiveCodeBench ProSource —22.7%Not comparable
LiveCodeBench v6Source —33.5%Not comparable
Reasoning
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
BBHSource —71.9%Not comparable
Knowledge
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
MMLU-ProSource —48.9%Not comparable
MMLU-ReduxSource —70.1%Not comparable
GPQA-DSource —26.3%Not comparable
SuperGPQASource —23.1%Not comparable
Math
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
AIME 2025Source —40.4%Not comparable
AIME26Source —40.4%Not comparable
HMMT Feb 2026Source —25.8%Not comparable
MATH-500Source —91.6%Not comparable
Multimodal
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
Liquid Extract JSON ValiditySource 98.9%—Not comparable
Liquid Extract F1Source 98.8%—Not comparable
Liquid Extract VLM JudgeSource 84.5%—Not comparable
Inst. Following
BenchmarkLFM2.5-VL-450M-ExtractMiniCPM5-1BResult
IFBenchSource —46.7%Not comparable
IFEvalSource —80.4%Not comparable
Frequently Asked Questions (2)

Can I compare LFM2.5-VL-450M-Extract and MiniCPM5-1B 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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