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Model comparison

Gemini 1.0 Pro vs Qwen3.5 397B (Reasoning)

Data verified

Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

21.78/100
Margin
37.7pts
winning →
59.5/100
0 category wins0 category wins

Public leaderboard positions: Gemini 1.0 Pro #193 (Supported); Qwen3.5 397B (Reasoning) #56 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 1.0 Pro and Qwen3.5 397B (Reasoning) share 4 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Gemini 1.0 Pro; 13 to Qwen3.5 397B (Reasoning).

Updated July 20, 2026
Shared results
4
Gemini 1.0 Pro only
0
Qwen3.5 397B (Reasoning) only
13
Comparable categories
0 / 8

Benchmark data for Gemini 1.0 Pro and Qwen3.5 397B (Reasoning) is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 4 shared benchmark results across 2 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.

Qwen3.5 397B (Reasoning) has the larger context window at 128K, compared with 32K for Gemini 1.0 Pro.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Operational comparison

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

MetricGemini 1.0 ProQwen3.5 397B (Reasoning)Comparison
Input / output priceUSD per 1M tokensGemini 1.0 ProNot availableQwen3.5 397B (Reasoning)$0.6 input / $3.6 outputA complete price comparison is not available.
Generation speedtokens per secondGemini 1.0 ProNot availableQwen3.5 397B (Reasoning)Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemini 1.0 ProNot availableQwen3.5 397B (Reasoning)Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGemini 1.0 Pro32KQwen3.5 397B (Reasoning)128KQwen3.5 397B (Reasoning) lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemini 1.0 ProQwen3.5 397B (Reasoning)Result
AA Agentic IndexSource 19.9%Not comparable
APEX-Agents-AASource 15.3%Not comparable
τ²-bench resultsSource 95.6%Not comparable
GDPval-AASource 23.1%Not comparable
GDPval-AASource 962Not comparable
Coding
BenchmarkGemini 1.0 ProQwen3.5 397B (Reasoning)Result
AA-SciCodeSource 11.7%42.0%Qwen3.5 397B (Reasoning) leads
AA Coding IndexSource 48.2%Not comparable
Reasoning
BenchmarkGemini 1.0 ProQwen3.5 397B (Reasoning)Result
AA-LCRSource 65.7%Not comparable
CritPtSource 1.7%Not comparable
Knowledge
BenchmarkGemini 1.0 ProQwen3.5 397B (Reasoning)Result
Artificial Analysis Intelligence IndexSource 3.1%33.7%Qwen3.5 397B (Reasoning) leads
AA-GPQA DiamondSource 27.7%89.3%Qwen3.5 397B (Reasoning) leads
AA-HLESource 4.6%27.3%Qwen3.5 397B (Reasoning) leads
AA-Omniscience IndexSource -29.8%Not comparable
AA-Omniscience AccuracySource 31.4%Not comparable
AA-Omniscience Hallucination RateSource 89.1%Not comparable
Multimodal
BenchmarkGemini 1.0 ProQwen3.5 397B (Reasoning)Result
AA-MMMU-ProSource 77.3%Not comparable
Inst. Following
BenchmarkGemini 1.0 ProQwen3.5 397B (Reasoning)Result
AA-IFBenchSource 78.8%Not comparable
Frequently Asked Questions (3)

Can I compare Gemini 1.0 Pro and Qwen3.5 397B (Reasoning) 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 1.0 Pro and Qwen3.5 397B (Reasoning) today?

Gemini 1.0 Pro: Pricing unavailable Qwen3.5 397B (Reasoning): $0.60 input / $3.60 output per 1M tokens 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 20, 2026

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