Model vs model

Ling 3.0 Flash vs Agnes 2.5 Pro Alpha

A debate-ready pair page: current winner, strongest alternative, decisive benchmarks, and the warning that should travel with the claim.

Use case · Everyday chatbot
Winner · Ling 3.0 Flash
Sources · All public sources

Winner

Ling 3.0 Flash

Unknown

0benchmarks won

Chat / text
Reasoning / math / science

Versus · Everyday chatbot

Ling 3.0 Flash leads this compare set for everyday chatbot.

Ling 3.0 Flash0 of 0 wins

Thin verified coverage

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.

Close calls: 0
Sources: All public

Full compare workspace Disagreement page

0%win share

Challenger

Agnes 2.5 Pro Alpha

Unknown

0benchmarks won

Reasoning / math / science

The cases in full

Ling 3.0 Flash case

Chat / text
Reasoning / math / science

Agnes 2.5 Pro Alpha case

Reasoning / math / science

What changes the outcome

Ling 3.0 Flash: 123 visible benchmark gaps still leave room for the result to move.
Agnes 2.5 Pro Alpha: 121 visible benchmark gaps still leave room for the result to move.

Why this result is surprising

The visible shared evidence is more decisive than usual for this compare set.
Very few shared benchmarks are decisively separating these models.

Why this is not a clean win

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
Agnes 2.5 Pro Alpha remains the strongest alternative once you change use case, mode, or missing-evidence assumptions.

Open full compare workspace Open evidence page Open disagreement page

Decisive benchmarks

14 of 138 benchmarks


Intelligence Index AA · index Text · Chat / text	38n/a exact aliasverified runtimeContext only Row details Raw value 38 Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	40n/a exact aliasverified runtimeContext only Row details Raw value 40 Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Coding Index AA · index Code · Coding	51n/a exact aliasverified runtimeContext only Row details Raw value 51 Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	59n/a exact aliasverified runtimeContext only Row details Raw value 59 Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Agentic Index AA · index Code · Coding	29n/a exact aliasverified runtimeContext only Row details Raw value 29 Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	25n/a exact aliasverified runtimeContext only Row details Raw value 25 Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Blended price AA · /1M tokens Text · Chat / text	$0.1 /1M tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.1 /1M tokens Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	$0.6 /1M tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.6 /1M tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Input price AA · /1M input tokens Text · Chat / text	$0.1 /1M input tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.1 /1M input tokens Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	$0.5 /1M input tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.5 /1M input tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Output price AA · /1M output tokens Text · Chat / text	$0.2 /1M output tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.2 /1M output tokens Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	$0.9 /1M output tokensn/a exact aliasverified runtimeContext only Row details Raw value $0.9 /1M output tokens Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
GPQA AA · % Text · Reasoning / math / science	85.5%n/a exact aliasverified runtimeContext only Row details Raw value 85.5% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	87.6%n/a exact aliasverified runtimeContext only Row details Raw value 87.6% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
Humanity's Last Exam AA · % Text · Reasoning / math / science	23.7%n/a exact aliasverified runtimeContext only Row details Raw value 23.7% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	33.6%n/a exact aliasverified runtimeContext only Row details Raw value 33.6% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
CritPt AA · % Text · Reasoning / math / science	1.7%n/a exact aliasverified runtimeContext only Row details Raw value 1.7% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	10.9%n/a exact aliasverified runtimeContext only Row details Raw value 10.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
SciCode AA · % Code · Coding	41.1%n/a exact aliasverified runtimeContext only Row details Raw value 41.1% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	42.2%n/a exact aliasverified runtimeContext only Row details Raw value 42.2% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
AA-Omniscience accuracy AA · % Text · Chat / text	18.2%n/a exact aliasverified runtimeContext only Row details Raw value 18.2% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	33.5%n/a exact aliasverified runtimeContext only Row details Raw value 33.5% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a
AA-Omniscience non-hallucination AA · % Text · Chat / text	55.9%n/a exact aliasverified runtimeContext only Row details Raw value 55.9% Percentile n/a Last updated recent Eligibility benchmark_derived_model Identity provider alias (0.94) Source label Ling 3.0 Flash Source row	11.9%n/a exact aliasverified runtimeContext only Row details Raw value 11.9% Percentile n/a Last updated recent Eligibility preview_model Identity provider alias (0.94) Source label Agnes 2.5 Pro Alpha Source row	n/a

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Page 1 of 2Page size

Intelligence Index

AA · index

Text · Chat / text

38n/a

exact aliasverified runtimeContext only

Row details

Raw value: 38
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

40n/a

exact aliasverified runtimeContext only

Row details

Raw value: 40
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Coding Index

AA · index

Code · Coding

51n/a

exact aliasverified runtimeContext only

Row details

Raw value: 51
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

59n/a

exact aliasverified runtimeContext only

Row details

Raw value: 59
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Agentic Index

AA · index

Code · Coding

29n/a

exact aliasverified runtimeContext only

Row details

Raw value: 29
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

25n/a

exact aliasverified runtimeContext only

Row details

Raw value: 25
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Blended price

AA · /1M tokens

Text · Chat / text

$0.1 /1M tokensn/a

exact aliasverified runtimeContext only

Row details

Raw value: $0.1 /1M tokens
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

$0.6 /1M tokensn/a

exact aliasverified runtimeContext only

Row details

Raw value: $0.6 /1M tokens
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Input price

AA · /1M input tokens

Text · Chat / text

$0.1 /1M input tokensn/a

exact aliasverified runtimeContext only

Row details

Raw value: $0.1 /1M input tokens
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

$0.5 /1M input tokensn/a

exact aliasverified runtimeContext only

Row details

Raw value: $0.5 /1M input tokens
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Output price

AA · /1M output tokens

Text · Chat / text

$0.2 /1M output tokensn/a

exact aliasverified runtimeContext only

Row details

Raw value: $0.2 /1M output tokens
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

$0.9 /1M output tokensn/a

exact aliasverified runtimeContext only

Row details

Raw value: $0.9 /1M output tokens
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

GPQA

AA · %

Text · Reasoning / math / science

85.5%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 85.5%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

87.6%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 87.6%
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Humanity's Last Exam

AA · %

Text · Reasoning / math / science

23.7%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 23.7%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

33.6%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 33.6%
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

CritPt

AA · %

Text · Reasoning / math / science

1.7%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 1.7%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

10.9%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 10.9%
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

SciCode

AA · %

Code · Coding

41.1%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 41.1%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

42.2%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 42.2%
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

AA-Omniscience accuracy

AA · %

Text · Chat / text

18.2%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 18.2%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

33.5%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 33.5%
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

AA-Omniscience non-hallucination

AA · %

Text · Chat / text

55.9%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 55.9%
Percentile: n/a
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.94)
Source label: Ling 3.0 Flash

Source row

11.9%n/a

exact aliasverified runtimeContext only

Row details

Raw value: 11.9%
Percentile: n/a
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.94)
Source label: Agnes 2.5 Pro Alpha

Source row

n/a

Ling 3.0 Flash vs Agnes 2.5 Pro Alpha

Ling 3.0 Flash

Ling 3.0 Flash leads this compare set for everyday chatbot.

Agnes 2.5 Pro Alpha

Ling 3.0 Flash case

Agnes 2.5 Pro Alpha case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks

Loading model comparison.

Ling 3.0 Flash vs Agnes 2.5 Pro Alpha

Ling 3.0 Flash

Ling 3.0 Flash leads this compare set for everyday chatbot.

Agnes 2.5 Pro Alpha

Ling 3.0 Flash case

Agnes 2.5 Pro Alpha case

What changes the outcome

Why this result is surprising

Why this is not a clean win

Share the recommendation with the source data attached.

Open or copy the stable surfaces

Use the exact public framing

Pick the voice before you post

Compose a post that keeps the warning attached

Decisive benchmarks