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Model comparison

Celeris-1 vs Ling 2.6 Flash

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.
Celeris
N/A
No comparison
InclusionAI
43.87/100
1 category wins0 category wins

Public leaderboard positions: Celeris-1 unranked (Not scored); Ling 2.6 Flash #154 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Celeris-1 and Ling 2.6 Flash share 0 comparable benchmark results. 1 of 8 categories are comparable. 1 result is unique to Celeris-1; 18 to Ling 2.6 Flash.

Updated July 24, 2026
Shared results
0
Celeris-1 only
1
Ling 2.6 Flash only
18
Comparable categories
1 / 8

Treat this as a split decision. Celeris-1 makes more sense if knowledge is the priority; Ling 2.6 Flash is the better fit if you need the larger 262K context window.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Celeris-1 and Ling 2.6 Flash finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.

Ling 2.6 Flash gives you the larger context window at 262K, compared with 8K for Celeris-1.

Operational comparison

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

MetricCeleris-1Ling 2.6 FlashComparison
Input / output priceUSD per 1M tokensCeleris-1$2 input / $6 outputLing 2.6 FlashNot availableA complete price comparison is not available.
Generation speedtokens per secondCeleris-1Not availableLing 2.6 Flash209.5 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenCeleris-1Not availableLing 2.6 Flash1.07 sA complete latency comparison is not available.
Context windowmaximum listed tokensCeleris-18KLing 2.6 Flash262KLing 2.6 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkCeleris-1Ling 2.6 FlashResult
τ²-bench resultsSource 86%Not comparable
GDPval-AASource 2.2%Not comparable
GDPval-AASource 545Not comparable
AA Agentic IndexSource 2.3%Not comparable
Coding
BenchmarkCeleris-1Ling 2.6 FlashResult
SciCodeSource 27%Not comparable
AA Coding IndexSource 25.3%Not comparable
AA-SciCodeSource 27.1%Not comparable
Reasoning
BenchmarkCeleris-1Ling 2.6 FlashResult
AA-LCRSource 25.0%Not comparable
CritPtSource 0.0%Not comparable
KnowledgeCeleris-1 wins
BenchmarkCeleris-1Ling 2.6 FlashResult
MMLU-ProSource 75.9%Not comparable
Artificial Analysis Intelligence IndexSource 14.1%Not comparable
GPQASource 59%Not comparable
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
Inst. Following
BenchmarkCeleris-1Ling 2.6 FlashResult
IFBenchSource 57%Not comparable
AA-IFBenchSource 57.4%Not comparable
Frequently Asked Questions (2)

Which is better, Celeris-1 or Ling 2.6 Flash?

Celeris-1 and Ling 2.6 Flash are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.

Which is better for knowledge tasks, Celeris-1 or Ling 2.6 Flash?

Celeris-1 has the edge for knowledge tasks in this comparison, averaging 75.9 versus 59. Ling 2.6 Flash stays close enough that the answer can still flip depending on your workload.

Related Comparisons

Last updated: July 24, 2026

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