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Model comparison

Gemini 3 Pro Deep Think 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 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.
61.31/100
No comparison
0 category wins0 category wins

Public leaderboard positions: Gemini 3 Pro Deep Think #41 (Estimated); Mellum2-12B-A2.5B-Instruct unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 3 Pro Deep Think and Mellum2-12B-A2.5B-Instruct share 0 comparable benchmark results. 0 of 8 categories are comparable. 2 results are unique to Gemini 3 Pro Deep Think; 5 to Mellum2-12B-A2.5B-Instruct.

Updated July 23, 2026
Shared results
0
Gemini 3 Pro Deep Think only
2
Mellum2-12B-A2.5B-Instruct only
5
Comparable categories
0 / 8

Benchmark data for Gemini 3 Pro Deep Think 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Gemini 3 Pro Deep Think has the larger context window at 2M, compared with 128K for Mellum2-12B-A2.5B-Instruct.

Operational comparison

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

MetricGemini 3 Pro Deep ThinkMellum2-12B-A2.5B-InstructComparison
Input / output priceUSD per 1M tokensGemini 3 Pro Deep ThinkNot availableMellum2-12B-A2.5B-InstructNot availableA complete price comparison is not available.
Generation speedtokens per secondGemini 3 Pro Deep ThinkNot availableMellum2-12B-A2.5B-InstructNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemini 3 Pro Deep ThinkNot availableMellum2-12B-A2.5B-InstructNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemini 3 Pro Deep Think2MMellum2-12B-A2.5B-Instruct128KGemini 3 Pro Deep Think lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemini 3 Pro Deep ThinkMellum2-12B-A2.5B-InstructResult
BFCL v4Source 44.2%Not comparable
Reasoning
BenchmarkGemini 3 Pro Deep ThinkMellum2-12B-A2.5B-InstructResult
ARC-AGI-2Source 45.1%Not comparable
CritPtSource 25.7%Not comparable
Knowledge
BenchmarkGemini 3 Pro Deep ThinkMellum2-12B-A2.5B-InstructResult
MMLU-ReduxSource 78.1%Not comparable
GPQASource 40.9%Not comparable
GPQA-DSource 40.9%Not comparable
Inst. Following
BenchmarkGemini 3 Pro Deep ThinkMellum2-12B-A2.5B-InstructResult
IFEvalSource 75.8%Not comparable
Frequently Asked Questions (3)

Can I compare Gemini 3 Pro Deep Think 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 Gemini 3 Pro Deep Think and Mellum2-12B-A2.5B-Instruct today?

Gemini 3 Pro Deep Think: 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

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