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Model comparison

Ling 2.6 Flash vs Qwen3 235B 2507

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

InclusionAI
43.87/100
Margin
12.2pts
winning →
56.02/100
0 category wins1 category wins

Public leaderboard positions: Ling 2.6 Flash #154 (Estimated); Qwen3 235B 2507 #78 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Ling 2.6 Flash and Qwen3 235B 2507 share 1 comparable benchmark result. 1 of 8 categories are comparable. 17 results are unique to Ling 2.6 Flash; 3 to Qwen3 235B 2507.

Updated July 21, 2026
Shared results
1
Ling 2.6 Flash only
17
Qwen3 235B 2507 only
3
Comparable categories
1 / 8

Pick Qwen3 235B 2507 if you want the stronger benchmark profile. Ling 2.6 Flash only becomes the better choice if you need the larger 262K context window.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Qwen3 235B 2507 is clearly ahead on the BenchAlign aggregate, 56.02 to 43.87. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Qwen3 235B 2507's sharpest advantage is in knowledge, where it averages 78.9 against 59. The single biggest benchmark swing on the page is GPQA, 59% to 77.5%.

Ling 2.6 Flash gives you the larger context window at 262K, compared with 128K for Qwen3 235B 2507.

Category breakdown

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

Category scores and score margins for Ling 2.6 Flash and Qwen3 235B 2507
CategoryLing 2.6 FlashΔQwen3 235B 2507
KnowledgeLing 2.6 Flash59.0Margin 19.9Qwen3 235B 250778.9
CodingLing 2.6 Flash27.0MarginNo overlapQwen3 235B 2507Not measured
MultilingualLing 2.6 FlashNot measuredMarginNo overlapQwen3 235B 250779.4
Inst. FollowingLing 2.6 Flash57.0MarginNo overlapQwen3 235B 2507Not measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Ling 2.6 FlashB · Qwen3 235B 2507
  1. GPQA

    Knowledge
    Source ↗
    A 59%B 77.5%
    Winner: Qwen3 235B 2507Δ 18.5
    GPQA: Ling 2.6 Flash scored 59%; Qwen3 235B 2507 scored 77.5%. Qwen3 235B 2507 wins this benchmark.

Operational comparison

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

MetricLing 2.6 FlashQwen3 235B 2507Comparison
Input / output priceUSD per 1M tokensLing 2.6 FlashNot availableQwen3 235B 2507$0 input / $0 outputA complete price comparison is not available.
Generation speedtokens per secondLing 2.6 Flash209.5 tok/sQwen3 235B 2507Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLing 2.6 Flash1.07 sQwen3 235B 2507Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensLing 2.6 Flash262KQwen3 235B 2507128KLing 2.6 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLing 2.6 FlashQwen3 235B 2507Result
τ²-bench resultsSource 86%Not comparable
GDPval-AASource 2.2%Not comparable
GDPval-AASource 545Not comparable
AA Agentic IndexSource 2.3%Not comparable
Coding
BenchmarkLing 2.6 FlashQwen3 235B 2507Result
SciCodeSource 27%Not comparable
AA Coding IndexSource 25.3%Not comparable
AA-SciCodeSource 27.1%Not comparable
Reasoning
BenchmarkLing 2.6 FlashQwen3 235B 2507Result
AA-LCRSource 25.0%Not comparable
CritPtSource 0.0%Not comparable
KnowledgeQwen3 235B 2507 wins
BenchmarkLing 2.6 FlashQwen3 235B 2507Result
Artificial Analysis Intelligence IndexSource 14.1%Not comparable
GPQASource 59%77.5%Qwen3 235B 2507 leads
AA-GPQA DiamondSource 59.3%Not comparable
AA-HLESource 6.2%Not comparable
AA-Omniscience IndexSource -65.7%Not comparable
AA-Omniscience AccuracySource 15.4%Not comparable
AA-Omniscience Hallucination RateSource 95.8%Not comparable
SuperGPQASource 62.6%Not comparable
MMLU-ProSource 83%Not comparable
Multilingual
BenchmarkLing 2.6 FlashQwen3 235B 2507Result
MMLU-ProXSource 79.4%Not comparable
Inst. Following
BenchmarkLing 2.6 FlashQwen3 235B 2507Result
IFBenchSource 57%Not comparable
AA-IFBenchSource 57.4%Not comparable
Frequently Asked Questions (2)

Which is better, Ling 2.6 Flash or Qwen3 235B 2507?

Qwen3 235B 2507 is ahead on BenchLM's BenchAlign leaderboard, 56.02 to 43.87. The biggest single separator in this matchup is GPQA, where the scores are 59% and 77.5%.

Which is better for knowledge tasks, Ling 2.6 Flash or Qwen3 235B 2507?

Qwen3 235B 2507 has the edge for knowledge tasks in this comparison, averaging 78.9 versus 59. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 21, 2026

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