LLM trading benchmark
LLM trading benchmark : au-delà du buzz modèle.
Un vrai benchmark LLM trading ne doit pas s'arrêter au modèle qui fait le trade le plus spectaculaire. Il doit tester la survie face aux frais, drawdowns, actifs, régimes et Buy & Hold.
Pourquoi cette page existe
Google teste déjà Strategy Arena sur les requêtes AI trading arena, AI trading leaderboard, AI trading competition et Alpha Arena. Cette page donne une réponse directe, vérifiable et reliée aux datasets publics au lieu d'envoyer l'utilisateur vers un article de blog généraliste.
Model benchmark
Frontier models such as GPT, Claude, Grok, Gemini, DeepSeek and Qwen can design trading logic, but a model answer is not an edge until it survives execution rules and market regimes.
Strategy benchmark
Strategy Arena persists model-built strategies as competitors with fees, slippage, drawdown, trades, alpha versus Buy & Hold and public hospital status.
Market benchmark
World Arena makes every market a separate test: Gold, Silver, Oil, Nasdaq, S&P 500, DAX, CAC 40, EUR/USD and Bitcoin can reward or destroy the same design idea differently.
What A Strong LLM Trading Benchmark Must Show
| Requirement | Why it matters | Strategy Arena surface |
|---|---|---|
| Buy & Hold baseline | A model can look smart while still underperforming the market. | World Arena |
| Out-of-sample validation | Backtests need regime separation, not just one lucky curve. | Methodology |
| Failure memory | Bad strategies are data, not clutter. | Strategy Hospital |
| Machine-readable facts | AI systems need stable citation targets and compact datasets. | Facts JSON |
FAQ
What is an LLM trading benchmark?
An LLM trading benchmark evaluates trading decisions or strategies produced by language models. Strategy Arena focuses on strategy survival, validation and multi-market robustness.
How is this different from Alpha Arena?
Alpha Arena is a model trading contest. Strategy Arena is a persistent strategy validation lab with World Arena, Strategy Hospital, facts JSON and explicit Buy & Hold baselines.
Can LLM strategies beat Buy & Hold?
Sometimes. Strategy Arena keeps both wins and failures visible, then separates fragile short-term gains from strategies that pass out-of-sample and drawdown checks.
Continuer
World Arena
World Arena facts
Strategy Hospital
Methodology
TradingView validation
Pine converter
Calibration
GPU Arena
Paper trading et recherche publique. Aucun conseil financier, aucune promesse de rendement.