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Model comparison

Interfaze Beta vs Mellum2-12B-A2.5B-Thinking

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

N/A
No comparison
1 category wins0 category wins

Evidence parity. Interfaze Beta and Mellum2-12B-A2.5B-Thinking share 2 comparable benchmark results. 1 of 8 categories are comparable. 8 results are unique to Interfaze Beta; 3 to Mellum2-12B-A2.5B-Thinking.

Updated July 23, 2026
Shared results
2
Interfaze Beta only
8
Mellum2-12B-A2.5B-Thinking only
3
Comparable categories
1 / 8

Treat this as a split decision. Interfaze Beta makes more sense if knowledge is the priority or you need the larger 1M context window; Mellum2-12B-A2.5B-Thinking is the better fit if its strengths line up with your actual workload.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Interfaze Beta and Mellum2-12B-A2.5B-Thinking 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.

Interfaze Beta gives you the larger context window at 1M, compared with 128K for Mellum2-12B-A2.5B-Thinking.

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 scores and score margins for Interfaze Beta and Mellum2-12B-A2.5B-Thinking
CategoryInterfaze BetaΔMellum2-12B-A2.5B-Thinking
KnowledgeInterfaze Beta89.9Margin 32.3Mellum2-12B-A2.5B-Thinking57.6
MultimodalInterfaze Beta71.1MarginNo overlapMellum2-12B-A2.5B-ThinkingNot measured
Inst. FollowingInterfaze BetaNot measuredMarginNo overlapMellum2-12B-A2.5B-Thinking76.5

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Interfaze BetaB · Mellum2-12B-A2.5B-Thinking
  1. GPQA

    Knowledge
    Source ↗
    A 89.9%B 57.6%
    Winner: Interfaze BetaΔ 32.3
    GPQA: Interfaze Beta scored 89.9%; Mellum2-12B-A2.5B-Thinking scored 57.6%. Interfaze Beta wins this benchmark.

Operational comparison

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

MetricInterfaze BetaMellum2-12B-A2.5B-ThinkingComparison
Input / output priceUSD per 1M tokensInterfaze Beta$1.5 input / $3.5 outputMellum2-12B-A2.5B-ThinkingNot availableA complete price comparison is not available.
Generation speedtokens per secondInterfaze BetaNot availableMellum2-12B-A2.5B-ThinkingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenInterfaze BetaNot availableMellum2-12B-A2.5B-ThinkingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensInterfaze Beta1MMellum2-12B-A2.5B-Thinking128KInterfaze Beta lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkInterfaze BetaMellum2-12B-A2.5B-ThinkingResult
BFCL v4Source 45.6%Not comparable
Coding
BenchmarkInterfaze BetaMellum2-12B-A2.5B-ThinkingResult
Spider 2.0-LiteSource 52.9%Not comparable
KnowledgeInterfaze Beta wins
BenchmarkInterfaze BetaMellum2-12B-A2.5B-ThinkingResult
GPQASource 89.9%57.6%Interfaze Beta leads
GPQA-DSource 89.9%57.6%Interfaze Beta leads
MMMLUSource 90.9%Not comparable
MMLU-ReduxSource 86.2%Not comparable
Multimodal
BenchmarkInterfaze BetaMellum2-12B-A2.5B-ThinkingResult
OCRBench V2Source 70.7%Not comparable
olmOCRSource 85.7%Not comparable
RefCOCO (avg)Source 82.1%Not comparable
VoxPopuli WERSource 2.4%Not comparable
MMMU-ProSource 71.1%Not comparable
Inst. Following
BenchmarkInterfaze BetaMellum2-12B-A2.5B-ThinkingResult
SOB Value AccSource 79.5%Not comparable
IFEvalSource 76.5%Not comparable
Frequently Asked Questions (2)

Which is better, Interfaze Beta or Mellum2-12B-A2.5B-Thinking?

Interfaze Beta and Mellum2-12B-A2.5B-Thinking 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, Interfaze Beta or Mellum2-12B-A2.5B-Thinking?

Interfaze Beta has the edge for knowledge tasks in this comparison, averaging 89.9 versus 57.6. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 23, 2026

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