frostflash

LLM Leaderboard

Ranked by SciCode · source AA

Scientific coding tasks.

#1 by SciCode
Claude Opus 5.5 (Max, Default Fallback)
66.9%
Anthropic · in $4.00 / out $20.0 per 1M · 96 tok/s
#ModelSciCode
1Claude Opus 5.5 (Max, Default Fallback)66.9%
2Claude Opus 5.5 (Xhigh, Default Fallback)65.0%
3Claude Fable 5.1 (Max, Default Fallback)63.1%
4Muse Wonder Full (Max)62.6%
5Gemini 4 Argon (High)61.8%
6Claude Sonnet 5.5 (Max, Default Fallback)61.0%
7Claude Fable 5 (Max, Opus 4.8 Fallback)61.0%
8Claude Fable 5.1 (Xhigh, Default Fallback)60.9%
9MiMo-V2.6-Pro60.9%
10Kimi K3.1 Pro60.8%
11Claude Opus 5.5 (High, Default Fallback)60.4%
12Muse Wonder (Max)60.3%
13Gemini 3.7 Flash (Medium)59.8%
14Muse Spark 1.3 (Xhigh)59.7%
15Kimi K3 (Max)59.5%
16Claude Opus 5.5 (Medium, Default Fallback)59.3%
17GLM-5.3 (Max)59.0%
18Step 5 Preview58.9%
19Muse Spark 1.3 (Max)58.8%
20Muse Spark 1.1 (Xhigh)58.8%
21Claude Fable 5.1 (High, Default Fallback)58.7%
22Gemini 3.1 Pro Preview58.7%
23Claude Opus 5.5 (Low, Default Fallback)58.6%
24Muse Spark Open (Xhigh)58.4%
25Muse Spark 1.3 (max)58.3%
26Grok 4.7 (High)57.8%
27GPT-5.6 Sol (High)57.8%
28GPT-6 Sol (Max)57.6%
29Grok 4.7 (Xhigh)57.4%
30Muse Spark 1.2 (Xhigh)57.4%
31GPT-5.6 Sol (Medium)57.4%
32Claude Sonnet 5.5 (Xhigh, Default Fallback)57.3%
33Gemini 3.7 Flash (High)57.2%
34GPT-5.6 Sol (Xhigh)57.1%
35GPT-5.6 Sol (Max)57.1%
36Ling 3.1 Flash 101956.8%
37Claude Fable 5.1 (Low, Default Fallback)56.7%
38Gemini 3.8 Flash (High)56.6%
39GPT-6 Astra (Max)56.5%
40Grok 4.6 (High)56.5%
41Claude Fable 5.1 (Medium, Default Fallback)56.4%
42GPT-5.6 Sol (Low)56.4%
43Claude Opus 5 (Max)56.4%
44GPT-5.5 (High)56.1%
45DeepSeek V4.1 Flash 1017 (Max)55.9%
46Grok 4.6 (Medium)55.9%
47GPT-6.1 Sol (High)55.8%
48GPT-5.5 (Xhigh)55.8%
49GPT-6 Astra (Xhigh)55.7%
50GPT-6.1 Sol (Xhigh)55.7%

Quality, pricing, and speed benchmarks via Artificial Analysis. Human preference Elo via LMArena. Refreshed daily at 06:00 UTC · last sync .

About the metrics

Intelligence Index
AA
Artificial Analysis composite of reasoning, knowledge, coding, math.
LMArena Elo
LMArena
Human preference Elo from chatbot arena head-to-head votes.
Coding Index
AA
AA composite — LiveCodeBench, SciCode, etc.
Math Index
AA
AA composite — MATH-500, AIME, etc.
MMLU-Pro
AA
Multi-domain knowledge & reasoning. Harder than MMLU.
GPQA Diamond
AA
Graduate-level science Q&A. Strong reasoning signal.
LiveCodeBench
AA
Competitive programming, contamination-resistant.
MATH-500
AA
Subset of the MATH benchmark.
AIME
AA
American Invitational Mathematics Examination — olympiad math.
Humanity's Last Exam
AA
Frontier reasoning benchmark; most models still score low.
SciCode
AA
Scientific coding tasks.