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Model comparison

Kimi K2 vs Ling 2.6 Flash

Data verified

Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

Moonshot AI
27.19/100
Margin
16.7pts
winning →
InclusionAI
43.87/100
0 category wins0 category wins

Public leaderboard positions: Kimi K2 #189 (Supported); Ling 2.6 Flash #154 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Kimi K2 and Ling 2.6 Flash share 11 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to Kimi K2; 7 to Ling 2.6 Flash.

Updated July 21, 2026
Shared results
11
Kimi K2 only
3
Ling 2.6 Flash only
7
Comparable categories
0 / 8

Benchmark data for Kimi K2 and Ling 2.6 Flash is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 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.

Ling 2.6 Flash has the larger context window at 262K, compared with 128K for Kimi K2.

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 Kimi K2 and Ling 2.6 Flash
CategoryKimi K2ΔLing 2.6 Flash
CodingKimi K2Not measuredMarginNo overlapLing 2.6 Flash27.0
KnowledgeKimi K2Not measuredMarginNo overlapLing 2.6 Flash59.0
MathKimi K216.1MarginNo overlapLing 2.6 FlashNot measured
Inst. FollowingKimi K2Not measuredMarginNo overlapLing 2.6 Flash57.0

Operational comparison

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

MetricKimi K2Ling 2.6 FlashComparison
Input / output priceUSD per 1M tokensKimi K2$0.6 input / $2.5 outputLing 2.6 FlashNot availableA complete price comparison is not available.
Generation speedtokens per secondKimi K243 tok/sLing 2.6 Flash209.5 tok/sLing 2.6 Flash has the higher measured throughput.
First-answer latencyseconds to first tokenKimi K21.51 sLing 2.6 Flash1.07 sLing 2.6 Flash reaches the first token sooner.
Context windowmaximum listed tokensKimi K2128KLing 2.6 Flash262KLing 2.6 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkKimi K2Ling 2.6 FlashResult
τ²-bench resultsSource 61.1%86%Ling 2.6 Flash leads
GDPval-AASource 2.2%Not comparable
GDPval-AASource 545Not comparable
AA Agentic IndexSource 2.3%Not comparable
Coding
BenchmarkKimi K2Ling 2.6 FlashResult
AA-SciCodeSource 34.5%27.1%Kimi K2 leads
SciCodeSource 27%Not comparable
AA Coding IndexSource 25.3%Not comparable
Reasoning
BenchmarkKimi K2Ling 2.6 FlashResult
AA-LCRSource 51.0%25.0%Kimi K2 leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkKimi K2Ling 2.6 FlashResult
Artificial Analysis Intelligence IndexSource 19.4%14.1%Kimi K2 leads
AA-GPQA DiamondSource 76.6%59.3%Kimi K2 leads
AA-HLESource 7.0%6.2%Kimi K2 leads
AA-Omniscience IndexSource -27.5%-65.7%Kimi K2 leads
AA-Omniscience AccuracySource 26.8%15.4%Kimi K2 leads
AA-Omniscience Hallucination RateSource 74.2%95.8%Kimi K2 leads
GPQASource 59%Not comparable
Math
BenchmarkKimi K2Ling 2.6 FlashResult
FrontierMath v2 (Tiers 1-3)Source 21.404%Not comparable
FrontierMath v2 (Tier 4)Source 0.000%Not comparable
Multimodal
BenchmarkKimi K2Ling 2.6 FlashResult
Design Arena WebsiteSource 1080Not comparable
Inst. Following
BenchmarkKimi K2Ling 2.6 FlashResult
AA-IFBenchSource 41.5%57.4%Ling 2.6 Flash leads
IFBenchSource 57%Not comparable
Frequently Asked Questions (3)

Can I compare Kimi K2 and Ling 2.6 Flash 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 Kimi K2 and Ling 2.6 Flash today?

Kimi K2: $0.60 input / $2.50 output per 1M tokens Ling 2.6 Flash: Pricing unavailable 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 21, 2026

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