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Model comparison

Kimi 3 vs Mellum2-12B-A2.5B-Instruct

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use BenchLM's provisional ranking lane.

Benchmark data for one or both models is coming soon. This page currently shows metadata and pricing where BenchLM has it, and score-level comparisons will populate as public benchmark results land.
Moonshot AI
N/A
No comparison
0 category wins0 category wins

Evidence parity. Kimi 3 and Mellum2-12B-A2.5B-Instruct share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Kimi 3; 6 to Mellum2-12B-A2.5B-Instruct.

Updated July 14, 2026
Shared results
0
Kimi 3 only
0
Mellum2-12B-A2.5B-Instruct only
6
Comparable categories
0 / 8

Benchmark data for Kimi 3 and Mellum2-12B-A2.5B-Instruct 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 does not have sourced benchmark coverage for Kimi 3 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Mellum2-12B-A2.5B-Instruct has the larger context window at 128K, compared with null for Kimi 3.

Operational comparison

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

MetricKimi 3Mellum2-12B-A2.5B-InstructComparison
Input / output priceUSD per 1M tokensKimi 3Not availableMellum2-12B-A2.5B-InstructNot availableA complete price comparison is not available.
Generation speedtokens per secondKimi 3Not availableMellum2-12B-A2.5B-InstructNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenKimi 3Not availableMellum2-12B-A2.5B-InstructNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensKimi 3Not availableMellum2-12B-A2.5B-Instruct128KA complete context comparison is not available.

Benchmark Deep Dive

Agentic
BenchmarkKimi 3Mellum2-12B-A2.5B-InstructResult
BFCL v4Source 44.2%Not comparable
Coding
BenchmarkKimi 3Mellum2-12B-A2.5B-InstructResult
LiveCodeBenchSource 37.2%Not comparable
Knowledge
BenchmarkKimi 3Mellum2-12B-A2.5B-InstructResult
MMLU-ReduxSource 78.1%Not comparable
GPQASource 40.9%Not comparable
GPQA-DSource 40.9%Not comparable
Inst. Following
BenchmarkKimi 3Mellum2-12B-A2.5B-InstructResult
IFEvalSource 75.8%Not comparable
Frequently Asked Questions (3)

Can I compare Kimi 3 and Mellum2-12B-A2.5B-Instruct 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 Kimi 3 and Mellum2-12B-A2.5B-Instruct today?

Kimi 3: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 14, 2026

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