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Model comparison

Ling 3.0 Flash vs o1

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
OpenAI
47.39/100
0 category wins0 category wins

Public leaderboard positions: Ling 3.0 Flash unranked (Not scored); o1 #137 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Ling 3.0 Flash and o1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Ling 3.0 Flash; 16 to o1.

Updated July 24, 2026
Shared results
0
Ling 3.0 Flash only
0
o1 only
16
Comparable categories
0 / 8

Benchmark data for Ling 3.0 Flash and o1 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 200K for o1.

Operational comparison

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

MetricLing 3.0 Flasho1Comparison
Input / output priceUSD per 1M tokensLing 3.0 FlashNot availableo1$15 input / $60 outputA complete price comparison is not available.
Generation speedtokens per secondLing 3.0 FlashNot availableo198 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenLing 3.0 FlashNot availableo132.29 sA complete latency comparison is not available.
Context windowmaximum listed tokensLing 3.0 Flash262Ko1200KLing 3.0 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLing 3.0 Flasho1Result
τ²-bench resultsSource 62.6%Not comparable
Coding
BenchmarkLing 3.0 Flasho1Result
AA Coding IndexSource 39.7%Not comparable
AA-SciCodeSource 35.8%Not comparable
Reasoning
BenchmarkLing 3.0 Flasho1Result
AA-LCRSource 59.3%Not comparable
CritPtSource 0.3%Not comparable
Knowledge
BenchmarkLing 3.0 Flasho1Result
MMLUSource 91.8%Not comparable
GPQASource 75.7%Not comparable
Artificial Analysis Intelligence IndexSource 23.4%Not comparable
AA-GPQA DiamondSource 74.7%Not comparable
AA-HLESource 7.7%Not comparable
AA-Omniscience IndexSource -10.5%Not comparable
AA-Omniscience AccuracySource 34.7%Not comparable
AA-Omniscience Hallucination RateSource 69.3%Not comparable
Math
BenchmarkLing 3.0 Flasho1Result
FrontierMath v2 (Tiers 1-3)Source 9.310%Not comparable
Inst. Following
BenchmarkLing 3.0 Flasho1Result
IFEvalSource 92.2%Not comparable
AA-IFBenchSource 70.3%Not comparable
Frequently Asked Questions (3)

Can I compare Ling 3.0 Flash and o1 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 o1 today?

Ling 3.0 Flash: Pricing unavailable o1: $15.00 input / $60.00 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