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Model comparison

Ling 3.0 Flash vs Qwen3.5-122B-A10B

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
59.95/100
0 category wins0 category wins

Public leaderboard positions: Ling 3.0 Flash unranked (Not scored); Qwen3.5-122B-A10B #50 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Ling 3.0 Flash and Qwen3.5-122B-A10B share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Ling 3.0 Flash; 31 to Qwen3.5-122B-A10B.

Updated July 24, 2026
Shared results
0
Ling 3.0 Flash only
0
Qwen3.5-122B-A10B only
31
Comparable categories
0 / 8

Benchmark data for Ling 3.0 Flash and Qwen3.5-122B-A10B 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.

Operational comparison

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

MetricLing 3.0 FlashQwen3.5-122B-A10BComparison
Input / output priceUSD per 1M tokensLing 3.0 FlashNot availableQwen3.5-122B-A10B$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondLing 3.0 FlashNot availableQwen3.5-122B-A10BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLing 3.0 FlashNot availableQwen3.5-122B-A10BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensLing 3.0 Flash262KQwen3.5-122B-A10B262KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
Terminal-Bench 2.0Source 49.4%Not comparable
BrowseCompSource 63.8%Not comparable
OSWorld-VerifiedSource 58%Not comparable
τ²-bench resultsSource 93.6%Not comparable
AA Agentic IndexSource 20.7%Not comparable
GDPval-AASource 23.9%Not comparable
GDPval-AASource 978Not comparable
Coding
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
SWE-bench VerifiedSource 72%Not comparable
AA Coding IndexSource 45.7%Not comparable
AA-SciCodeSource 42.0%Not comparable
Reasoning
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
LongBench v2Source 60.2%Not comparable
AA-LCRSource 66.7%Not comparable
CritPtSource 0.6%Not comparable
Knowledge
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
MMLU-ProSource 86.7%Not comparable
SuperGPQASource 67.1%Not comparable
GPQASource 86.6%Not comparable
Artificial Analysis Intelligence IndexSource 32.3%Not comparable
AA-GPQA DiamondSource 85.7%Not comparable
AA-HLESource 23.4%Not comparable
AA-Omniscience IndexSource -39.6%Not comparable
AA-Omniscience AccuracySource 24.7%Not comparable
AA-Omniscience Hallucination RateSource 85.5%Not comparable
Multilingual
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
MMLU-ProXSource 82.2%Not comparable
Multimodal
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
MMMUSource 83.9%Not comparable
MMVUSource 74.7%Not comparable
MathVisionSource 86.2%Not comparable
CharXivSource 77.2%Not comparable
V*Source 93.2%Not comparable
AA-MMMU-ProSource 75.0%Not comparable
Inst. Following
BenchmarkLing 3.0 FlashQwen3.5-122B-A10BResult
IFEvalSource 93.4%Not comparable
AA-IFBenchSource 75.7%Not comparable
Frequently Asked Questions (3)

Can I compare Ling 3.0 Flash and Qwen3.5-122B-A10B 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 Qwen3.5-122B-A10B today?

Ling 3.0 Flash: Pricing unavailable Qwen3.5-122B-A10B: $0.00 input / $0.00 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