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Model comparison

Ling 3.0 Flash vs Qwen3.5 397B (Reasoning)

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.
InclusionAI
N/A
No comparison
58.86/100
0 category wins0 category wins

Public leaderboard positions: Ling 3.0 Flash unranked (Not scored); Qwen3.5 397B (Reasoning) #61 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Ling 3.0 Flash and Qwen3.5 397B (Reasoning) share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Ling 3.0 Flash; 17 to Qwen3.5 397B (Reasoning).

Updated July 24, 2026
Shared results
0
Ling 3.0 Flash only
0
Qwen3.5 397B (Reasoning) only
17
Comparable categories
0 / 8

Benchmark data for Ling 3.0 Flash and Qwen3.5 397B (Reasoning) 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 Ling 3.0 Flash yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Ling 3.0 Flash has the larger context window at 262K, compared with 128K for Qwen3.5 397B (Reasoning).

Operational comparison

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

MetricLing 3.0 FlashQwen3.5 397B (Reasoning)Comparison
Input / output priceUSD per 1M tokensLing 3.0 FlashNot availableQwen3.5 397B (Reasoning)$0.6 input / $3.6 outputA complete price comparison is not available.
Generation speedtokens per secondLing 3.0 FlashNot availableQwen3.5 397B (Reasoning)Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLing 3.0 FlashNot availableQwen3.5 397B (Reasoning)Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensLing 3.0 Flash262KQwen3.5 397B (Reasoning)128KLing 3.0 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLing 3.0 FlashQwen3.5 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
BenchmarkLing 3.0 FlashQwen3.5 397B (Reasoning)Result
AA Coding IndexSource 48.2%Not comparable
AA-SciCodeSource 42.0%Not comparable
Reasoning
BenchmarkLing 3.0 FlashQwen3.5 397B (Reasoning)Result
AA-LCRSource 65.7%Not comparable
CritPtSource 1.7%Not comparable
Knowledge
BenchmarkLing 3.0 FlashQwen3.5 397B (Reasoning)Result
Artificial Analysis Intelligence IndexSource 33.7%Not comparable
AA-GPQA DiamondSource 89.3%Not comparable
AA-HLESource 27.3%Not comparable
AA-Omniscience IndexSource -29.8%Not comparable
AA-Omniscience AccuracySource 31.4%Not comparable
AA-Omniscience Hallucination RateSource 89.1%Not comparable
Multimodal
BenchmarkLing 3.0 FlashQwen3.5 397B (Reasoning)Result
AA-MMMU-ProSource 77.3%Not comparable
Inst. Following
BenchmarkLing 3.0 FlashQwen3.5 397B (Reasoning)Result
AA-IFBenchSource 78.8%Not comparable
Frequently Asked Questions (3)

Can I compare Ling 3.0 Flash 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 Ling 3.0 Flash and Qwen3.5 397B (Reasoning) today?

Ling 3.0 Flash: 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 24, 2026