Skip to main content

Model comparison

Grok 4.1 vs Mellum2-12B-A2.5B-Thinking

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.
59.97/100
No comparison
0 category wins0 category wins

Public leaderboard positions: Grok 4.1 #51 (Estimated); Mellum2-12B-A2.5B-Thinking unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Grok 4.1 and Mellum2-12B-A2.5B-Thinking share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Grok 4.1; 5 to Mellum2-12B-A2.5B-Thinking.

Updated July 23, 2026
Shared results
0
Grok 4.1 only
1
Mellum2-12B-A2.5B-Thinking only
5
Comparable categories
0 / 8

Benchmark data for Grok 4.1 and Mellum2-12B-A2.5B-Thinking 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.

Grok 4.1 has the larger context window at 1M, compared with 128K for Mellum2-12B-A2.5B-Thinking.

Operational comparison

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

MetricGrok 4.1Mellum2-12B-A2.5B-ThinkingComparison
Input / output priceUSD per 1M tokensGrok 4.1Not availableMellum2-12B-A2.5B-ThinkingNot availableA complete price comparison is not available.
Generation speedtokens per secondGrok 4.1Not availableMellum2-12B-A2.5B-ThinkingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGrok 4.1Not availableMellum2-12B-A2.5B-ThinkingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGrok 4.11MMellum2-12B-A2.5B-Thinking128KGrok 4.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGrok 4.1Mellum2-12B-A2.5B-ThinkingResult
ResearchClawBenchSource 13.5%Not comparable
BFCL v4Source 45.6%Not comparable
Knowledge
BenchmarkGrok 4.1Mellum2-12B-A2.5B-ThinkingResult
MMLU-ReduxSource 86.2%Not comparable
GPQASource 57.6%Not comparable
GPQA-DSource 57.6%Not comparable
Inst. Following
BenchmarkGrok 4.1Mellum2-12B-A2.5B-ThinkingResult
IFEvalSource 76.5%Not comparable
Frequently Asked Questions (3)

Can I compare Grok 4.1 and Mellum2-12B-A2.5B-Thinking 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 Grok 4.1 and Mellum2-12B-A2.5B-Thinking today?

Grok 4.1: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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.