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Benchmark suiteLatest source data: Jun 10, 2026Checked: June 14, 2026

Ant-group benchmarks.

A lab-level profile for Ant-group, covering tracked models, category leaders, open/proprietary mix, speed, value, source coverage, and portfolio depth.

All labs

Lab rank

#20

By available Arena average

Models tracked

2

2 open-weight models

Portfolio coverage

33%

Average matched benchmark signals

Fastest model

1.46s

Ling Flash 2.0

OverviewFull public trackerValuePerformance for the moneyCodingCode and SWE-bench signalsAgentsTool and workflow readinessReasoningKnowledge and reasoning signalsContextDocument and retrieval signalsLabsProvider comparisons

Lab profile

Portfolio shape, leaders, and model coverage.

The lab page now starts with the portfolio read, then drills into category leaders, value rankings, and model-level coverage rather than repeating source panels.

Portfolio read

Ant-group has 2 tracked benchmark profiles.

Lab #20

The portfolio combines 0 proprietary models and 2 open-weight models. Its average available Arena rank is 195.5, with a best category rank of #179. Average profile coverage is 33%, so model-level gaps remain visible in the cards below.

Best Arena model

Ling Flash 2.0

Best category rank #179

Highest coverage

Ling Flash 2.0

44% matched signals

Fastest response

Ling Flash 2.0

1.46s first token

Access mix

Open versus proprietary

Proprietary

0 / 0%

Open weights

2 / 100%

Value leader

Ring Flash 2.0

Category leaders

Best model by benchmark lens.

Each card shows the highest-ranked model from this lab in a composite benchmark suite, with the global rank and index left intact.

Value

Quality, price, latency, and speed

Ring Flash 2.0

#3077

value index

Coding

Code Arena, SWE-bench, and output speed

Ling Flash 2.0

#1134

coding index

Agents

Search, document, code, and latency

Ling Flash 2.0

#2999

agent proxy

Reasoning

Text, document, vision, and mode signals

Ling Flash 2.0

#14569

reasoning proxy

Context

Document, search, and text proxy

Ling Flash 2.0

#17469

context proxy

Ant-group value ranking table

Models from this lab with both quality and commercial price matches.

Top 2 of 2

RankModelIndexPriceLatencySpeedQualitySources
#30
Ring Flash 2.0

ring-flash-2.0

Ant-groupOpen weights
77value index
$0.247blended / 1M tokens
Not listedtime to first token
Not listedoutput speed
65quality signal
ArenaArtificial Analysis
#51
Ling Flash 2.0

ling-flash-2.0

Ant-groupOpen weights
74value index
$0.247blended / 1M tokens
1.46stime to first token
76 tok/soutput speed
69quality signal
ArenaArtificial Analysis
#30
Ring Flash 2.0

ring-flash-2.0

Ant-groupOpen weights
77value index
Price
$0.247blended / 1M tokens
Latency
Not listedtime to first token
Speed
Not listedoutput speed
Quality
65quality signal
ArenaArtificial Analysis
#51
Ling Flash 2.0

ling-flash-2.0

Ant-groupOpen weights
74value index
Price
$0.247blended / 1M tokens
Latency
1.46stime to first token
Speed
76 tok/soutput speed
Quality
69quality signal
ArenaArtificial Analysis

Model portfolio

Ant-group model coverage map.

Every tracked model keeps its best Arena rank, coverage score, commercial metrics, and suite placement visible in one scannable grid.

Ling Flash 2.0

ling-flash-2.0

Open weights

Coverage

44%

Best Arena

#179

Text

Value

#51

value index

Coding

#113

coding index

Latency

1.46s

76 tok/s

$0.247

Ring Flash 2.0

ring-flash-2.0

Open weights

Coverage

22%

Best Arena

#212

Text

Value

#30

value index

Coding

Not listed

No coding index

Latency

Not listed

Not listed

$0.247