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AI Model Leaderboards

Live rankings across ARC-AGI-2, HLE, AIME 2025, SWE-bench Verified, and more — browse composite scores or drill into math, coding, and agent categories.

View benchmark detailsUpdated on 2026-05-02 07:14:49

As of 2026-05, AA Intelligence Index leaders include GPT-5.5 (xhigh), GPT-5.5 (high), Opus 4.7 (max), based on 10 standardized capability benchmarks.

On the user-preference side, LMArena Text Generation currently ranks Opus 4.7 (thinking), Claude Opus 4.6 (thinking), Claude Opus 4.6 near the top via anonymous A/B voting.

Scroll down for per-benchmark breakdowns in math, coding, and agent categories. See Data Methodology for scoring details, or browse LLM Blogs for in-depth commentary.

Composite Rankings

There is no single, universally agreed-upon comprehensive AI model ranking, so we selected two representative leaderboards that approach the question from different angles. Artificial Analysis Intelligence Index aggregates scores from 10 standardized benchmarks (coding, math, reasoning, etc.) to measure objective capability. LMArena (formerly Chatbot Arena) ranks models by Elo ratings derived from anonymous crowd-sourced A/B voting, reflecting real-world user preference. Together they offer both an objective and a subjective perspective.

AA Intelligence Index

Full ranking

Composite of 10 standardized benchmarks across coding, math, science, reasoning, and agentic tasks.

Updated 2026-05-10

#ModelScore
1
OpenAI
GPT-5.5 (xhigh)OpenAI
60
2
OpenAI
GPT-5.5 (high)OpenAI
59
3
Anthropic
Opus 4.7 (max)Anthropic
57
4
Google Deep Mind
Gemini 3.1 Pro PreviewGoogle Deep Mind
57
5
OpenAI
GPT-5.5 (medium)OpenAI
57
6
Moonshot AI
Kimi K2.6Moonshot AI
54
7
X
MiMo-V2.5-ProXiaomi
54
8
OpenAI
GPT-5.3 Codex (xhigh)OpenAI
54
9
xAI
Grok 4.3xAI
53
10
F
Muse SparkFacebook AI研究实验室
52
Source: Artificial Analysis

LMArena Text Generation

Full ranking

Elo ratings from anonymous crowdsourced A/B voting, reflecting real user preference for response quality.

Updated 2026-05-07

#ModelElo
1
Anthropic
Opus 4.7 (thinking)Anthropic
1503
2
Anthropic
Claude Opus 4.6 (thinking)Anthropic
1502
3
Anthropic
Claude Opus 4.6Anthropic
1498
4
Google Deep Mind
Gemini 3.1 Pro PreviewGoogle Deep Mind
1492
5
Anthropic
Opus 4.7Anthropic
1491
6
F
Muse SparkFacebook AI研究实验室
1490
7
Google Deep Mind
Gemini 3.0 Pro (Preview 11-2025)Google Deep Mind
1486
8
OpenAI
gpt-5.5-highOpenAI
1484
9
xAI
grok-4.20-beta1xAI
1480
10
OpenAI
gpt-5.2-chat-latest-20260210OpenAI
1477
Source: LMArena

Per-Benchmark Rankings

Filter by math, coding, agent, and more. Switch benchmarks below or jump into a category leaderboard for the full ranking. View all benchmarks.

Benchmark Tracks
Overall
ARC-AGI-2HLEMMLU ProOpen Benchmark Directory
Math
AIME 2025FrontierMathMATH-500Open Math Leaderboard
Coding
SWE-bench VerifiedLiveCodeBenchSWE-Bench ProOpen Coding Leaderboard
Agent
τ²-BenchTerminal Bench 2.0Aider-PolyglotOpen Agent Leaderboard
Model Size:All3B and below7B13B34B65B100B and above
Model Type:AllReasoning ModelsFoundation ModelsInstruction/Chat ModelsCoding Models
Source:AllOpen SourceClosed Source
Origin:AllChina

LLM Performance Results

Data source: DataLearnerAI
Scores shown are the best result across all evaluation modes. Click a model name for the full breakdown.
RankModelLicense
Anthropic
Claude Opus 4.6
Anthropic
53.0066.3022.9080.8491.89Proprietary
Google Deep Mind
Gemini 3.1 Pro Preview
Google Deep Mind
51.4077.1016.7080.6090.80Proprietary
Google Deep Mind
Gemini 3.0 Flash
Google Deep Mind
43.5033.604.2068.7090.20Proprietary
4
智谱AI
GLM-5
智谱AI
50.404.902.1077.8089.70Free commercial
5
StepFunAI
Step 3.5 Flash
StepFunAI
———74.4088.20Free commercial
6
智谱AI
GLM-4.7
智谱AI
42.80—2.1073.8087.40Free commercial
7
阿里巴巴
Qwen3.5-397B-A17B
阿里巴巴
48.30——76.4086.70Free commercial
8
Google Deep Mind
Gemini 3.0 Pro (Preview 11-2025)
Google Deep Mind
45.8045.1018.8076.2085.40Proprietary
9
Anthropic
Claude Sonnet 4.5
Anthropic
33.6013.604.2082.0084.70Proprietary
10
xAI
Grok 4.1 Fast
xAI
17.60———82.71Proprietary
11
阿里巴巴
Qwen3-Max-Thinking
阿里巴巴
49.80——75.3082.10Proprietary
12
OpenAI
GPT-5.2
OpenAI
45.5054.2018.8080.0082.00Proprietary
13
Anthropic
Opus 4.5
Anthropic
43.2037.604.2080.9081.99Proprietary
14
DeepSeek-AI
DeepSeek V3.2
DeepSeek-AI
25.104.002.1073.1080.30Free commercial
15
OpenAI
GPT-5
OpenAI
35.209.9012.5072.8080.00Proprietary
16
智谱AI
GLM-4.7-Flash
智谱AI
14.40——59.2079.50Free commercial
17
阿里巴巴
Qwen3.5-27B
阿里巴巴
48.50——72.4079.00Free commercial
18
MiniMaxAI
MiniMax M2
MiniMaxAI
12.50——69.4077.20Free commercial
19
DeepMind
Gemma 4 31B
DeepMind
26.50———76.90Free commercial
20
智谱AI
GLM-4.6
智谱AI
30.40—2.1068.0075.90Free commercial
21
阿里巴巴
Qwen3 Max (Preview)
阿里巴巴
11.10——69.6074.00Proprietary
22
Anthropic
Claude Opus 4
Anthropic
10.708.604.2072.5072.50Proprietary
23
DeepMind
Gemma 4 26B A4B
DeepMind
17.20———68.20Free commercial
24
DeepSeek-AI
DeepSeek V3.2-Exp
DeepSeek-AI
20.30——67.8066.70Free commercial
25
Moonshot AI
Kimi K2
Moonshot AI
4.70—0.0151.8064.30Free commercial
26
Anthropic
Claude Sonnet 3.7
Anthropic
10.30——70.3061.80Proprietary
27
OpenAI
OpenAI o4 - mini
OpenAI
17.70—6.3068.1056.90Proprietary
28
OpenAI
GPT-4.1
OpenAI
3.70——54.6054.70Proprietary
29
OpenAI
GPT-4.1 mini
OpenAI
———23.6053.00Proprietary
30
Anthropic
Claude Sonnet 4
Anthropic
9.605.90—80.2052.00Proprietary
31
阿里巴巴
Qwen3-30B-A3B-2507
阿里巴巴
9.80——22.0049.00Free commercial
32
OpenAI
GPT OSS 20B
OpenAI
17.30——34.0047.70Free commercial
33
DeepSeek-AI
DeepSeek-V3-0324
DeepSeek-AI
5.20——38.8038.80Free commercial
34
DeepSeek-AI
DeepSeek-V3.1 Terminus
DeepSeek-AI
21.70——68.4037.00Free commercial
35
阿里巴巴
Qwen3-235B-A22B
阿里巴巴
7.60——34.4034.40Free commercial
36
Anthropic
Haiku 4.5
Anthropic
9.704.502.1073.3033.00Proprietary
37
OpenAI
OpenAI o1
OpenAI
9.10——48.90—Proprietary
38
Google Deep Mind
Gemini 2.5 Flash
Google Deep Mind
11.00—4.2050.00—Proprietary
39
MiniMaxAI
MiniMax-M1-80k
MiniMaxAI
8.40——56.00—Free commercial
40
DeepSeek-AI
DeepSeek-V4-Flash
DeepSeek-AI
45.10——79.00—Free commercial
41
DeepSeek-AI
DeepSeek-V4-Pro
DeepSeek-AI
48.20——80.60—Free commercial
42
MiniMaxAI
MiniMax-M1-40k
MiniMaxAI
7.20——55.60—Free commercial
43
Anthropic
Claude Mythos Preview
Anthropic
64.70——93.90—Proprietary
44
Google Deep Mind
Gemini 2.5 Flash-Lite
Google Deep Mind
6.90——27.60—Proprietary
45
OpenAI
GPT-5.4 Pro
OpenAI
58.7083.3038.00——Proprietary
46
Facebook AI研究实验室
Muse Spark
Facebook AI研究实验室
58.0042.5014.6077.40—Proprietary
47
OpenAI
GPT-5.5 Pro
OpenAI
57.2084.6039.60——Proprietary
48
Anthropic
Opus 4.7
Anthropic
54.7075.8022.9087.60—Proprietary
49
Moonshot AI
Kimi K2.6
Moonshot AI
54.00——80.20—Free commercial
50
智谱AI
GLM 5.1
智谱AI
52.30————Free commercial
Claude Opus 4.6
Anthropic
HLE53.00
ARC-AGI-266.30
FrontierMath - Tier 422.90
SWE-bench Verified80.84
τ²-Bench91.89
Proprietary
Gemini 3.1 Pro Preview
Google Deep Mind
HLE51.40
ARC-AGI-277.10
FrontierMath - Tier 416.70
SWE-bench Verified80.60
τ²-Bench90.80
Proprietary
Gemini 3.0 Flash
Google Deep Mind
HLE43.50
ARC-AGI-233.60
FrontierMath - Tier 44.20
SWE-bench Verified68.70
τ²-Bench90.20
Proprietary
4
GLM-5
智谱AI
HLE50.40
ARC-AGI-24.90
FrontierMath - Tier 42.10
SWE-bench Verified77.80
τ²-Bench89.70
Free commercial
5
Step 3.5 Flash
StepFunAI
HLE—
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified74.40
τ²-Bench88.20
Free commercial
6
GLM-4.7
智谱AI
HLE42.80
ARC-AGI-2—
FrontierMath - Tier 42.10
SWE-bench Verified73.80
τ²-Bench87.40
Free commercial
7
Qwen3.5-397B-A17B
阿里巴巴
HLE48.30
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified76.40
τ²-Bench86.70
Free commercial
8
Gemini 3.0 Pro (Preview 11-2025)
Google Deep Mind
HLE45.80
ARC-AGI-245.10
FrontierMath - Tier 418.80
SWE-bench Verified76.20
τ²-Bench85.40
Proprietary
9
Claude Sonnet 4.5
Anthropic
HLE33.60
ARC-AGI-213.60
FrontierMath - Tier 44.20
SWE-bench Verified82.00
τ²-Bench84.70
Proprietary
10
Grok 4.1 Fast
xAI
HLE17.60
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified—
τ²-Bench82.71
Proprietary
11
Qwen3-Max-Thinking
阿里巴巴
HLE49.80
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified75.30
τ²-Bench82.10
Proprietary
12
GPT-5.2
OpenAI
HLE45.50
ARC-AGI-254.20
FrontierMath - Tier 418.80
SWE-bench Verified80.00
τ²-Bench82.00
Proprietary
13
Opus 4.5
Anthropic
HLE43.20
ARC-AGI-237.60
FrontierMath - Tier 44.20
SWE-bench Verified80.90
τ²-Bench81.99
Proprietary
14
DeepSeek V3.2
DeepSeek-AI
HLE25.10
ARC-AGI-24.00
FrontierMath - Tier 42.10
SWE-bench Verified73.10
τ²-Bench80.30
Free commercial
15
GPT-5
OpenAI
HLE35.20
ARC-AGI-29.90
FrontierMath - Tier 412.50
SWE-bench Verified72.80
τ²-Bench80.00
Proprietary
16
GLM-4.7-Flash
智谱AI
HLE14.40
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified59.20
τ²-Bench79.50
Free commercial
17
Qwen3.5-27B
阿里巴巴
HLE48.50
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified72.40
τ²-Bench79.00
Free commercial
18
MiniMax M2
MiniMaxAI
HLE12.50
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified69.40
τ²-Bench77.20
Free commercial
19
Gemma 4 31B
DeepMind
HLE26.50
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified—
τ²-Bench76.90
Free commercial
20
GLM-4.6
智谱AI
HLE30.40
ARC-AGI-2—
FrontierMath - Tier 42.10
SWE-bench Verified68.00
τ²-Bench75.90
Free commercial
21
Qwen3 Max (Preview)
阿里巴巴
HLE11.10
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified69.60
τ²-Bench74.00
Proprietary
22
Claude Opus 4
Anthropic
HLE10.70
ARC-AGI-28.60
FrontierMath - Tier 44.20
SWE-bench Verified72.50
τ²-Bench72.50
Proprietary
23
Gemma 4 26B A4B
DeepMind
HLE17.20
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified—
τ²-Bench68.20
Free commercial
24
DeepSeek V3.2-Exp
DeepSeek-AI
HLE20.30
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified67.80
τ²-Bench66.70
Free commercial
25
Kimi K2
Moonshot AI
HLE4.70
ARC-AGI-2—
FrontierMath - Tier 40.01
SWE-bench Verified51.80
τ²-Bench64.30
Free commercial
26
Claude Sonnet 3.7
Anthropic
HLE10.30
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified70.30
τ²-Bench61.80
Proprietary
27
OpenAI o4 - mini
OpenAI
HLE17.70
ARC-AGI-2—
FrontierMath - Tier 46.30
SWE-bench Verified68.10
τ²-Bench56.90
Proprietary
28
GPT-4.1
OpenAI
HLE3.70
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified54.60
τ²-Bench54.70
Proprietary
29
GPT-4.1 mini
OpenAI
HLE—
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified23.60
τ²-Bench53.00
Proprietary
30
Claude Sonnet 4
Anthropic
HLE9.60
ARC-AGI-25.90
FrontierMath - Tier 4—
SWE-bench Verified80.20
τ²-Bench52.00
Proprietary
31
Qwen3-30B-A3B-2507
阿里巴巴
HLE9.80
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified22.00
τ²-Bench49.00
Free commercial
32
GPT OSS 20B
OpenAI
HLE17.30
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified34.00
τ²-Bench47.70
Free commercial
33
DeepSeek-V3-0324
DeepSeek-AI
HLE5.20
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified38.80
τ²-Bench38.80
Free commercial
34
DeepSeek-V3.1 Terminus
DeepSeek-AI
HLE21.70
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified68.40
τ²-Bench37.00
Free commercial
35
Qwen3-235B-A22B
阿里巴巴
HLE7.60
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified34.40
τ²-Bench34.40
Free commercial
36
Haiku 4.5
Anthropic
HLE9.70
ARC-AGI-24.50
FrontierMath - Tier 42.10
SWE-bench Verified73.30
τ²-Bench33.00
Proprietary
37
OpenAI o1
OpenAI
HLE9.10
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified48.90
τ²-Bench—
Proprietary
38
Gemini 2.5 Flash
Google Deep Mind
HLE11.00
ARC-AGI-2—
FrontierMath - Tier 44.20
SWE-bench Verified50.00
τ²-Bench—
Proprietary
39
MiniMax-M1-80k
MiniMaxAI
HLE8.40
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified56.00
τ²-Bench—
Free commercial
40
DeepSeek-V4-Flash
DeepSeek-AI
HLE45.10
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified79.00
τ²-Bench—
Free commercial
41
DeepSeek-V4-Pro
DeepSeek-AI
HLE48.20
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified80.60
τ²-Bench—
Free commercial
42
MiniMax-M1-40k
MiniMaxAI
HLE7.20
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified55.60
τ²-Bench—
Free commercial
43
Claude Mythos Preview
Anthropic
HLE64.70
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified93.90
τ²-Bench—
Proprietary
44
Gemini 2.5 Flash-Lite
Google Deep Mind
HLE6.90
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified27.60
τ²-Bench—
Proprietary
45
GPT-5.4 Pro
OpenAI
HLE58.70
ARC-AGI-283.30
FrontierMath - Tier 438.00
SWE-bench Verified—
τ²-Bench—
Proprietary
46
Muse Spark
Facebook AI研究实验室
HLE58.00
ARC-AGI-242.50
FrontierMath - Tier 414.60
SWE-bench Verified77.40
τ²-Bench—
Proprietary
47
GPT-5.5 Pro
OpenAI
HLE57.20
ARC-AGI-284.60
FrontierMath - Tier 439.60
SWE-bench Verified—
τ²-Bench—
Proprietary
48
Opus 4.7
Anthropic
HLE54.70
ARC-AGI-275.80
FrontierMath - Tier 422.90
SWE-bench Verified87.60
τ²-Bench—
Proprietary
49
Kimi K2.6
Moonshot AI
HLE54.00
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified80.20
τ²-Bench—
Free commercial
50
GLM 5.1
智谱AI
HLE52.30
ARC-AGI-2—
FrontierMath - Tier 4—
SWE-bench Verified—
τ²-Bench—
Free commercial
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Showing 50 of 204 modelsView τ²-Bench benchmark page

Leaderboard FAQ

01

Where does the leaderboard data come from?

Scores are aggregated from primary sources: official model cards, technical reports, papers, vendor blog posts, and reproducible third-party evaluations. Each row links back to the underlying model detail page where the source is cited.

02

Why do scores for the same model differ across benchmarks?

Each benchmark measures a different capability — reasoning (HLE, ARC-AGI-2), math (AIME, FrontierMath), coding (SWE-bench Verified), agent use (τ²-Bench), and so on. A model tuned for one capability may perform very differently on another, which is exactly why we surface per-benchmark scores rather than a single number.

03

How often is the leaderboard updated?

Data is revalidated every 5 minutes, and new models or evaluation results are added as soon as they are published. The "Updated on" indicator at the top of the page reflects the most recent data refresh.

04

How should I read the composite ranking?

The composite view aggregates a model's standing across multiple core benchmarks. It is a useful first filter, but for production decisions you should drill into the specific benchmark closest to your workload — for example, SWE-bench Verified for coding agents, or τ²-Bench for tool-use scenarios.

05

How do I compare an open-source model with a closed API model?

Use the license filter at the top to mix open and closed models in the same view, then look at the same benchmark column for both. Beyond raw scores, consider total cost of ownership: API pricing for closed models vs. self-hosting cost for open weights.