Benchmark suiteLatest source data: Oct 18, 2026Checked: October 20, 2026

Reasoning and knowledge rankings.

A clean reasoning surface that starts with available Arena signals and keeps LiveBench, HELM Capabilities, MMLU-Pro, GPQA, and AIME-style math benchmarks visible as planned source integrations.

What These Mean

Ranked models

141

Text, docs, or vision signal

Reasoning variants

Models tagged from public names

Top proxy

Claude Fable 5 High

100 reasoning proxy

LiveBench

Planned

Fresh reasoning feed

Reasoning formula

A proxy until dedicated reasoning feeds are wired.

The current index blends Text, Docs, and Vision Arena scores. It is useful for broad comparison, but dedicated LiveBench, GPQA, AIME, MMLU-Pro, and HELM signals should be treated as the next data layer.

Reasoning and knowledge proxy

Higher proxy index is better. Dedicated reasoning benchmarks are source-ready but not silently mixed in yet.

Top 30 of 141

Rank	Model	Index	Text	Docs	Vision	Mode	Sources
#1	Claude Fable 5 High claude-fable-5-high AnthropicProprietary	100reasoning proxy	Not listedText Arena	Not listedDocs Arena	1,308Vision Arena rank #1	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#2	Gemini 4 Argon Gemini 4 Argon (High) GoogleProprietary	100reasoning proxy	1,524Text Arena rank #1	Not listedDocs Arena	Not listedVision Arena	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#3	Claude Opus 4.6 High claude-opus-4-6-high AnthropicProprietary	94reasoning proxy	Not listedText Arena	1,495Docs Arena rank #2	1,299Vision Arena rank #3	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#4	Claude Opus 4.7 claude-opus-4-7 AnthropicProprietary	93reasoning proxy	Not listedText Arena	1,494Docs Arena rank #3	1,298Vision Arena rank #4	Standardmode signal	Text ArenaDocs ArenaVision Arena
#5	Claude Opus 4.7 High claude-opus-4-7-high AnthropicProprietary	93reasoning proxy	Not listedText Arena	1,493Docs Arena rank #5	1,298Vision Arena rank #5	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#6	Claude Opus 4.6 claude-opus-4-6 AnthropicProprietary	92reasoning proxy	Not listedText Arena	1,494Docs Arena rank #4	1,294Vision Arena rank #7	Standardmode signal	Text ArenaDocs ArenaVision Arena
#7	Gemini 3.7 Flash High gemini-3.7-flash-high GoogleProprietary	91reasoning proxy	Not listedText Arena	Not listedDocs Arena	1,297Vision Arena rank #6	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#8	Claude Fable 5.1 Max claude-fable-5.1-max AnthropicProprietary	88reasoning proxy	Not listedText Arena	1,493Docs Arena rank #6	1,286Vision Arena rank #17	Standardmode signal	Text ArenaDocs ArenaVision Arena
#9	Claude Opus 5.5 High claude-opus-5.5-high AnthropicProprietary	88reasoning proxy	Not listedText Arena	Not listedDocs Arena	1,293Vision Arena rank #11	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#10	Claude Opus 5 High claude-opus-5-high AnthropicProprietary	87reasoning proxy	Not listedText Arena	1,490Docs Arena rank #7	1,287Vision Arena rank #15	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#11	Claude Fable 5 Claude Fable 5 (High) AnthropicProprietary	85reasoning proxy	1,504Text Arena rank #4	1,499Docs Arena rank #1	Not listedVision Arena	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#12	Gemini 3.8 Flash High gemini-3.8-flash-high GoogleProprietary	84reasoning proxy	Not listedText Arena	Not listedDocs Arena	1,289Vision Arena rank #14	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#13	Muse Wonder Muse Wonder (Max) MetaProprietary	83reasoning proxy	1,509Text Arena rank #2	Not listedDocs Arena	Not listedVision Arena	Standardmode signal	Text ArenaDocs ArenaVision Arena
#14	Claude Opus 5.5 Claude Opus 5.5 (High) AnthropicProprietary	81reasoning proxy	1,508Text Arena rank #3	Not listedDocs Arena	Not listedVision Arena	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#15	Muse Spark 1.3 Max muse-spark-1.3-max MetaProprietary	77reasoning proxy	Not listedText Arena	1,468Docs Arena rank #19	1,290Vision Arena rank #12	Standardmode signal	Text ArenaDocs ArenaVision Arena
#16	Claude Fable 5.1 Claude Fable 5.1 (Max) AnthropicProprietary	74reasoning proxy	1,502Text Arena rank #6	Not listedDocs Arena	Not listedVision Arena	Standardmode signal	Text ArenaDocs ArenaVision Arena
#17	Muse Spark 1.2 Muse Spark 1.2 (xHigh) MetaProprietary	72reasoning proxy	1,493Text Arena rank #12	Not listedDocs Arena	1,293Vision Arena rank #10	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#18	GPT-5.6 Sol xHigh gpt-5.6-sol-xhigh OpenAIProprietary	71reasoning proxy	1,485Text Arena rank #21	1,489Docs Arena rank #8	1,287Vision Arena rank #16	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#19	Muse Spark 1.3 Muse Spark 1.3 (Max) MetaProprietary	71reasoning proxy	1,494Text Arena rank #10	Not listedDocs Arena	1,286Vision Arena rank #18	Standardmode signal	Text ArenaDocs ArenaVision Arena
#20	Muse Spark 1.1 Muse Spark 1.1 MetaProprietary	70reasoning proxy	1,490Text Arena rank #13	1,479Docs Arena rank #12	1,280Vision Arena rank #28	Standardmode signal	Text ArenaDocs ArenaVision Arena
#21	Muse Spark Muse Spark MetaProprietary	69reasoning proxy	1,489Text Arena rank #16	1,467Docs Arena rank #20	1,294Vision Arena rank #9	Standardmode signal	Text ArenaDocs ArenaVision Arena
#22	Claude Opus 4.6 Claude Opus 4.6 AnthropicProprietary	69reasoning proxy	1,497Text Arena rank #8	Not listedDocs Arena	Not listedVision Arena	Standardmode signal	Text ArenaDocs ArenaVision Arena
#23	Claude Opus 4.8 High claude-opus-4-8-high AnthropicProprietary	68reasoning proxy	1,481Text Arena rank #25	1,486Docs Arena rank #9	1,286Vision Arena rank #21	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#24	Gemini 3.8 Flash Gemini 3.8 Flash (High) GoogleProprietary	67reasoning proxy	1,496Text Arena rank #9	Not listedDocs Arena	Not listedVision Arena	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#25	Qwen3.8 Max qwen3.8-max AlibabaProprietary	66reasoning proxy	1,482Text Arena rank #24	Not listedDocs Arena	1,301Vision Arena rank #2	Standardmode signal	Text ArenaDocs ArenaVision Arena
#26	GPT-6.1 Sol Max gpt-6.1-sol-max OpenAIProprietary	66reasoning proxy	1,484Text Arena rank #22	Not listedDocs Arena	1,294Vision Arena rank #8	Standardmode signal	Text ArenaDocs ArenaVision Arena
#27	GPT-5.5 High gpt-5.5-high OpenAIProprietary	65reasoning proxy	1,481Text Arena rank #26	1,480Docs Arena rank #11	1,281Vision Arena rank #25	Reasoningmode signal	Text ArenaDocs ArenaVision Arena
#28	Claude Opus 4.7 Claude Opus 4.7 AnthropicProprietary	65reasoning proxy	1,494Text Arena rank #11	Not listedDocs Arena	Not listedVision Arena	Standardmode signal	Text ArenaDocs ArenaVision Arena
#29	GPT-5.5 gpt-5.5 OpenAIProprietary	65reasoning proxy	1,477Text Arena rank #31	1,483Docs Arena rank #10	1,286Vision Arena rank #20	Standardmode signal	Text ArenaDocs ArenaVision Arena
#30	Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview GoogleProprietary	63reasoning proxy	1,487Text Arena rank #19	1,459Docs Arena rank #27	1,280Vision Arena rank #29	Standardmode signal	Text ArenaDocs ArenaVision Arena

Claude Fable 5 High

claude-fable-5-high

AnthropicProprietary

100reasoning proxy

Text

Not listedText Arena

Docs

Not listedDocs Arena

Vision

1,308Vision Arena rank #1

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

Gemini 4 Argon

Gemini 4 Argon (High)

GoogleProprietary

100reasoning proxy

Text

1,524Text Arena rank #1

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

Claude Opus 4.6 High

claude-opus-4-6-high

AnthropicProprietary

94reasoning proxy

Text

Not listedText Arena

Docs

1,495Docs Arena rank #2

Vision

1,299Vision Arena rank #3

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

Claude Opus 4.7

claude-opus-4-7

AnthropicProprietary

93reasoning proxy

Text

Not listedText Arena

Docs

1,494Docs Arena rank #3

Vision

1,298Vision Arena rank #4

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

Claude Opus 4.7 High

claude-opus-4-7-high

AnthropicProprietary

93reasoning proxy

Text

Not listedText Arena

Docs

1,493Docs Arena rank #5

Vision

1,298Vision Arena rank #5

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

Claude Opus 4.6

claude-opus-4-6

AnthropicProprietary

92reasoning proxy

Text

Not listedText Arena

Docs

1,494Docs Arena rank #4

Vision

1,294Vision Arena rank #7

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

Gemini 3.7 Flash High

gemini-3.7-flash-high

GoogleProprietary

91reasoning proxy

Text

Not listedText Arena

Docs

Not listedDocs Arena

Vision

1,297Vision Arena rank #6

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

Claude Fable 5.1 Max

claude-fable-5.1-max

AnthropicProprietary

88reasoning proxy

Text

Not listedText Arena

Docs

1,493Docs Arena rank #6

Vision

1,286Vision Arena rank #17

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

Claude Opus 5.5 High

claude-opus-5.5-high

AnthropicProprietary

88reasoning proxy

Text

Not listedText Arena

Docs

Not listedDocs Arena

Vision

1,293Vision Arena rank #11

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#10

Claude Opus 5 High

claude-opus-5-high

AnthropicProprietary

87reasoning proxy

Text

Not listedText Arena

Docs

1,490Docs Arena rank #7

Vision

1,287Vision Arena rank #15

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#11

Claude Fable 5

Claude Fable 5 (High)

AnthropicProprietary

85reasoning proxy

Text

1,504Text Arena rank #4

Docs

1,499Docs Arena rank #1

Vision

Not listedVision Arena

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#12

Gemini 3.8 Flash High

gemini-3.8-flash-high

GoogleProprietary

84reasoning proxy

Text

Not listedText Arena

Docs

Not listedDocs Arena

Vision

1,289Vision Arena rank #14

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#13

Muse Wonder

Muse Wonder (Max)

MetaProprietary

83reasoning proxy

Text

1,509Text Arena rank #2

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#14

Claude Opus 5.5

Claude Opus 5.5 (High)

AnthropicProprietary

81reasoning proxy

Text

1,508Text Arena rank #3

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#15

Muse Spark 1.3 Max

muse-spark-1.3-max

MetaProprietary

77reasoning proxy

Text

Not listedText Arena

Docs

1,468Docs Arena rank #19

Vision

1,290Vision Arena rank #12

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#16

Claude Fable 5.1

Claude Fable 5.1 (Max)

AnthropicProprietary

74reasoning proxy

Text

1,502Text Arena rank #6

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#17

Muse Spark 1.2

Muse Spark 1.2 (xHigh)

MetaProprietary

72reasoning proxy

Text

1,493Text Arena rank #12

Docs

Not listedDocs Arena

Vision

1,293Vision Arena rank #10

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#18

GPT-5.6 Sol xHigh

gpt-5.6-sol-xhigh

OpenAIProprietary

71reasoning proxy

Text

1,485Text Arena rank #21

Docs

1,489Docs Arena rank #8

Vision

1,287Vision Arena rank #16

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#19

Muse Spark 1.3

Muse Spark 1.3 (Max)

MetaProprietary

71reasoning proxy

Text

1,494Text Arena rank #10

Docs

Not listedDocs Arena

Vision

1,286Vision Arena rank #18

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#20

Muse Spark 1.1

MetaProprietary

70reasoning proxy

Text

1,490Text Arena rank #13

Docs

1,479Docs Arena rank #12

Vision

1,280Vision Arena rank #28

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#21

Muse Spark

MetaProprietary

69reasoning proxy

Text

1,489Text Arena rank #16

Docs

1,467Docs Arena rank #20

Vision

1,294Vision Arena rank #9

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#22

Claude Opus 4.6

AnthropicProprietary

69reasoning proxy

Text

1,497Text Arena rank #8

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#23

Claude Opus 4.8 High

claude-opus-4-8-high

AnthropicProprietary

68reasoning proxy

Text

1,481Text Arena rank #25

Docs

1,486Docs Arena rank #9

Vision

1,286Vision Arena rank #21

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#24

Gemini 3.8 Flash

Gemini 3.8 Flash (High)

GoogleProprietary

67reasoning proxy

Text

1,496Text Arena rank #9

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#25

Qwen3.8 Max

qwen3.8-max

AlibabaProprietary

66reasoning proxy

Text

1,482Text Arena rank #24

Docs

Not listedDocs Arena

Vision

1,301Vision Arena rank #2

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#26

GPT-6.1 Sol Max

gpt-6.1-sol-max

OpenAIProprietary

66reasoning proxy

Text

1,484Text Arena rank #22

Docs

Not listedDocs Arena

Vision

1,294Vision Arena rank #8

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#27

GPT-5.5 High

gpt-5.5-high

OpenAIProprietary

65reasoning proxy

Text

1,481Text Arena rank #26

Docs

1,480Docs Arena rank #11

Vision

1,281Vision Arena rank #25

Mode

Reasoningmode signal

Text ArenaDocs ArenaVision Arena

#28

Claude Opus 4.7

AnthropicProprietary

65reasoning proxy

Text

1,494Text Arena rank #11

Docs

Not listedDocs Arena

Vision

Not listedVision Arena

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#29

GPT-5.5

gpt-5.5

OpenAIProprietary

65reasoning proxy

Text

1,477Text Arena rank #31

Docs

1,483Docs Arena rank #10

Vision

1,286Vision Arena rank #20

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

#30

Gemini 3.1 Pro Preview

GoogleProprietary

63reasoning proxy

Text

1,487Text Arena rank #19

Docs

1,459Docs Arena rank #27

Vision

1,280Vision Arena rank #29

Mode

Standardmode signal

Text ArenaDocs ArenaVision Arena

Benchmark guide

What the scores mean.

A quick reading key for reasoning and knowledge rankings while dedicated reasoning benchmark feeds are being integrated.

Higher: reasoning proxyLiveBench planned

What does the reasoning proxy measure?

The reasoning proxy currently blends Text, Document, and Vision Arena scores. It is an orientation layer for broad model capability, not a replacement for dedicated reasoning benchmarks like LiveBench, GPQA, AIME, or MMLU-Pro.

Why use Arena scores for reasoning?

Arena scores are live public signals with broad model coverage. They are useful while dedicated reasoning feeds are being wired, but they should be read as preference-based capability signals rather than exam-style accuracy scores.

What will LiveBench add?

LiveBench is designed to update over time and reduce benchmark contamination risk. Once integrated, it can add more direct reasoning, math, data, and coding task signals to this page.

Why are reasoning modes only a signal?

A model name or tag like Thinking, Reasoning, or High can indicate an inference mode, but it is not itself a benchmark score. The page treats those labels as context, not as proof of better reasoning.