Skip to main content

Model comparison

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

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

Updated July 23, 2026
Shared results
2
Interfaze Beta only
8
Mellum2-12B-A2.5B-Instruct 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-Instruct is the better fit if you would rather avoid the extra latency and token burn of a reasoning model.

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-Instruct 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 is the reasoning model in the pair, while Mellum2-12B-A2.5B-Instruct is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Interfaze Beta gives you the larger context window at 1M, compared with 128K for Mellum2-12B-A2.5B-Instruct.

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-Instruct
CategoryInterfaze BetaΔMellum2-12B-A2.5B-Instruct
KnowledgeInterfaze Beta89.9Margin 49.0Mellum2-12B-A2.5B-Instruct40.9
MultimodalInterfaze Beta71.1MarginNo overlapMellum2-12B-A2.5B-InstructNot measured
Inst. FollowingInterfaze BetaNot measuredMarginNo overlapMellum2-12B-A2.5B-Instruct75.8

Decisive benchmark drivers

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

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

    Knowledge
    Source ↗
    A 89.9%B 40.9%
    Winner: Interfaze BetaΔ 49
    GPQA: Interfaze Beta scored 89.9%; Mellum2-12B-A2.5B-Instruct scored 40.9%. 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-InstructComparison
Input / output priceUSD per 1M tokensInterfaze Beta$1.5 input / $3.5 outputMellum2-12B-A2.5B-InstructNot availableA complete price comparison is not available.
Generation speedtokens per secondInterfaze BetaNot availableMellum2-12B-A2.5B-InstructNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenInterfaze BetaNot availableMellum2-12B-A2.5B-InstructNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensInterfaze Beta1MMellum2-12B-A2.5B-Instruct128KInterfaze Beta lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkInterfaze BetaMellum2-12B-A2.5B-InstructResult
BFCL v4Source 44.2%Not comparable
Coding
BenchmarkInterfaze BetaMellum2-12B-A2.5B-InstructResult
Spider 2.0-LiteSource 52.9%Not comparable
KnowledgeInterfaze Beta wins
BenchmarkInterfaze BetaMellum2-12B-A2.5B-InstructResult
GPQASource 89.9%40.9%Interfaze Beta leads
GPQA-DSource 89.9%40.9%Interfaze Beta leads
MMMLUSource 90.9%Not comparable
MMLU-ReduxSource 78.1%Not comparable
Multimodal
BenchmarkInterfaze BetaMellum2-12B-A2.5B-InstructResult
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-InstructResult
SOB Value AccSource 79.5%Not comparable
IFEvalSource 75.8%Not comparable
Frequently Asked Questions (2)

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

Interfaze Beta and Mellum2-12B-A2.5B-Instruct 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-Instruct?

Interfaze Beta has the edge for knowledge tasks in this comparison, averaging 89.9 versus 40.9. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.