frostflash

LLM Leaderboard

Ranked by SciCode · source AA

Scientific coding tasks.

#1 by SciCode
Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)
60.2%
Anthropic · in $10.0 / out $50.0 per 1M · 57 tok/s
#ModelSciCode
1Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)60.2%
2Gemini 3.1 Pro Preview58.9%
3Kimi K358.7%
4Muse Spark 1.1 (xhigh)58.2%
5GPT-5.6 Sol (high)56.9%
6GPT-5.4 (xhigh)56.6%
7GPT-5.6 Sol (medium)56.5%
8GPT-5.6 Sol (max)56.1%
9GPT-5.5 (xhigh)56.1%
10Gemini 3 Pro Preview (high)56.1%
11GPT-5.6 Sol (xhigh)56.0%
12GPT-5.5 (high)55.9%
13GPT-5.6 Sol (low)55.4%
14GPT-5.2 Codex (xhigh)54.6%
15Claude Opus 4.7 (Adaptive Reasoning, Max Effort)54.5%
16Grok 4.5 (high)54.1%
17GPT-5.6 Terra (max)53.9%
18Claude Sonnet 5 (Adaptive Reasoning, Max Effort)53.6%
19Claude Opus 4.8 (Adaptive Reasoning, Max Effort)53.5%
20GPT-5.5 (medium)53.5%
21Kimi K2.653.5%
22GPT-5.3 Codex (xhigh)53.2%
23Gemini 3.5 Flash (high)53.1%
24Gemini 3.5 Flash (medium)53.0%
25GPT-5.6 Luna (max)52.5%
26GPT-5.2 (xhigh)52.1%
27Claude Opus 4.6 (Adaptive Reasoning, Max Effort)51.9%
28GPT-5.6 Terra (xhigh)51.6%
29GPT-5.5 (low)51.6%
30Muse Spark51.5%
31GPT-5.6 Luna (high)50.7%
32Gemini 3 Flash Preview (Reasoning)50.6%
33GLM-5.2 (max)50.5%
34GPT-5.4 (low)50.3%
35GPT-5.5 Instant (May 2026)50.3%
36MiMo-V2.5-Pro50.2%
37Grok Build 0.1 061650.2%
38GPT-5.6 Terra (high)50.1%
39Claude Opus 4.7 (Non-reasoning, High Effort)50.1%
40GPT-5.6 Luna (xhigh)50.0%
41DeepSeek V4 Pro (Reasoning, Max Effort)50.0%
42GPT-5.4 mini (xhigh)49.9%
43Gemini 3 Pro Preview (low)49.9%
44Gemini 3 Flash Preview (Non-reasoning)49.9%
45GPT-5.6 Terra (medium)49.7%
46Claude Opus 4.5 (Reasoning)49.5%
47GPT-5.6 Terra (low)49.2%
48Kimi K2.5 (Reasoning)49.0%
49Qwen3.7 Max48.8%
50Gemini 3.5 Flash (minimal)48.8%

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.