Multilingual Reasoning: Comparison of Leading AI Models by Language
Multilingual Reasoning Comparison and analysis of AI models reasoning, performance, and price across different languages. Click on any model to see detailed metrics. For more details including relating to our methodology, see our FAQs.
Ranking of top 5 models by language
Claude 3.5 Sonnet (Oct '24)
GPT-4o (Aug '24)
DeepSeek V3 (Dec '24)
Qwen2.5 Instruct 72Bo1-miniClaude 3.5 Sonnet (Oct '24)
Llama 3.3 Instruct 70BDeepSeek V3 (Dec '24)o1-miniQwen2.5 Instruct 72BClaude 3.5 Sonnet (Oct '24)DeepSeek V3 (Dec '24)GPT-4o (Aug '24)Qwen2.5 Instruct 72Bo1-miniClaude 3.5 Sonnet (Oct '24)GPT-4o (Aug '24)o1-miniDeepSeek V3 (Dec '24)
Gemini 1.5 Pro (Sep '24)Claude 3.5 Sonnet (Oct '24)o1-miniDeepSeek V3 (Dec '24)GPT-4o (Aug '24)Gemini 1.5 Pro (Sep '24)Multilingual Index by Language
Intelligence & Context Window
Multilingual Index (Average Across Languages)
Multilingual Index vs. Output Speed
Multilingual Index vs. Price
Multilingual MMLU, Multilingual GSM
Pricing
Pricing: Input and Output Prices
Speed
Output Speed
Latency
End-to-End Response Time
Models compared: OpenAI: GPT 4o Audio, GPT 4o Realtime, GPT 4o Speech Pipeline, GPT-3.5 Turbo, GPT-3.5 Turbo (0125), GPT-3.5 Turbo (0314), GPT-3.5 Turbo (1106), GPT-3.5 Turbo Instruct, GPT-4, GPT-4 Turbo, GPT-4 Turbo (0125), GPT-4 Turbo (1106), GPT-4 Vision, GPT-4.1, GPT-4.1 mini, GPT-4.1 nano, GPT-4.5 (Preview), GPT-4o (Aug '24), GPT-4o (ChatGPT), GPT-4o (March 2025), GPT-4o (May '24), GPT-4o (Nov '24), GPT-4o Realtime (Dec '24), GPT-4o mini, GPT-4o mini Realtime (Dec '24), o1, o1-mini, o1-preview, o1-pro, o3, o3-mini, o3-mini (high), and o4-mini (high), Meta: Code Llama 70B, Llama 2 Chat 13B, Llama 2 Chat 70B, Llama 2 Chat 7B, Llama 3 70B, Llama 3 8B, Llama 3.1 405B, Llama 3.1 70B, Llama 3.1 8B, Llama 3.2 11B (Vision), Llama 3.2 1B, Llama 3.2 3B, Llama 3.2 90B (Vision), Llama 3.3 70B, Llama 4 Behemoth, Llama 4 Maverick, and Llama 4 Scout, Google: Gemini 1.0 Pro, Gemini 1.0 Ultra, Gemini 1.5 Flash (May), Gemini 1.5 Flash (Sep), Gemini 1.5 Flash-8B, Gemini 1.5 Pro (May), Gemini 1.5 Pro (Sep), Gemini 2.0 Flash, Gemini 2.0 Flash (exp), Gemini 2.0 Flash Thinking exp. (Dec '24), Gemini 2.0 Flash Thinking exp. (Jan '25), Gemini 2.0 Flash-Lite (Feb '25), Gemini 2.0 Flash-Lite (Preview), Gemini 2.0 Pro Experimental, Gemini 2.5 Flash Preview, Gemini 2.5 Flash Preview (Reasoning), Gemini 2.5 Pro Preview, Gemini Experimental (Nov), Gemma 2 27B, Gemma 2 9B, Gemma 3 12B, Gemma 3 1B, Gemma 3 27B, Gemma 3 4B, and Gemma 7B, Anthropic: Claude 2.0, Claude 2.1, Claude 3 Haiku, Claude 3 Opus, Claude 3 Sonnet, Claude 3.5 Haiku, Claude 3.5 Sonnet (June), Claude 3.5 Sonnet (Oct), Claude 3.7 Sonnet Thinking, Claude 3.7 Sonnet, and Claude Instant, Mistral: Codestral (Jan '25), Codestral (May '24), Codestral-Mamba, Ministral 3B, Ministral 8B, Mistral 7B, Mistral Large (Feb '24), Mistral Large 2 (Jul '24), Mistral Large 2 (Nov '24), Mistral Medium, Mistral NeMo, Mistral Saba, Mistral Small (Feb '24), Mistral Small (Sep '24), Mistral Small 3, Mistral Small 3.1, Mixtral 8x22B, Mixtral 8x7B, Pixtral 12B, and Pixtral Large, DeepSeek: DeepSeek Coder V2 Lite, DeepSeek LLM 67B (V1), DeepSeek R1, DeepSeek R1 (FP4), DeepSeek R1 Distill Llama 70B, DeepSeek R1 Distill Llama 8B, DeepSeek R1 Distill Qwen 1.5B, DeepSeek R1 Distill Qwen 14B, DeepSeek R1 Distill Qwen 32B, DeepSeek V3 (Dec '24), DeepSeek V3 (Mar' 25), DeepSeek-Coder-V2, DeepSeek-V2, DeepSeek-V2.5, DeepSeek-V2.5 (Dec '24), DeepSeek-VL2, and Janus Pro 7B, Perplexity: PPLX-70B Online, PPLX-7B-Online, R1 1776, Sonar, Sonar 3.1 Huge, Sonar 3.1 Large, Sonar 3.1 Small , Sonar Large, Sonar Pro, Sonar Reasoning, Sonar Reasoning Pro, and Sonar Small, xAI: Grok 2, Grok 3, Grok 3 Reasoning Beta, Grok 3 mini, Grok 3 mini Reasoning (low), Grok 3 mini Reasoning (high), Grok Beta, and Grok-1, OpenChat: OpenChat 3.5, Amazon: Nova Lite, Nova Micro, and Nova Pro, Microsoft Azure: Phi-3 Medium 14B, Phi-3 Mini, Phi-4, Phi-4 Mini, and Phi-4 Multimodal, Liquid AI: LFM 1.3B, LFM 3B, and LFM 40B, Upstage: Solar Mini, Solar Pro, and Solar Pro (Nov '24), Databricks: DBRX, MiniMax: MiniMax-Text-01, NVIDIA: Cosmos Nemotron 34B, Llama 3.1 Nemotron 70B, Llama 3.1 Nemotron Nano 8B, Llama 3.3 Nemotron Nano 8B v1 (Reasoning), Llama 3.1 Nemotron Ultra 253B Reasoning, Llama 3.3 Nemotron Super 49B v1, and Llama 3.3 Nemotron Super 49B v1 (Reasoning), IBM: Granite 3.0 2B, OpenVoice: Granite 3.0 8B, Inceptionlabs: Mercury Coder Mini, Mercury Coder Small, and Mercury Instruct, Reka AI: Reka Core, Reka Edge, Reka Flash (Feb '24), Reka Flash, and Reka Flash 3, Other: LLaVA-v1.5-7B, Cohere: Aya Expanse 32B, Aya Expanse 8B, Command, Command A, Command Light, Command R7B, Command-R, Command-R (Mar '24), Command-R+ (Apr '24), and Command-R+, AI21 Labs: Jamba 1.5 Large, Jamba 1.5 Large (Feb '25), Jamba 1.5 Mini, Jamba 1.5 Mini (Feb 2025), Jamba 1.6 Large, Jamba 1.6 Mini, and Jamba Instruct, Snowflake: Arctic and Snowflake Llama 3.3 70B, Alibaba: QwQ-32B, QwQ 32B-Preview, Qwen Chat 72B, Qwen Plus, Qwen Turbo, Qwen1.5 Chat 110B, Qwen1.5 Chat 14B, Qwen1.5 Chat 32B, Qwen1.5 Chat 72B, Qwen1.5 Chat 7B, Qwen2 72B, Qwen2 Instruct 7B, Qwen2 Instruct A14B 57B, Qwen2-VL 72B, Qwen2.5 Coder 32B, Qwen2.5 Coder 7B , Qwen2.5 Instruct 14B, Qwen2.5 Instruct 32B, Qwen2.5 72B, Qwen2.5 Instruct 7B, Qwen2.5 Max, Qwen2.5 Max 01-29, Qwen2.5 Omni 7B, Qwen2.5 VL 72B, and Qwen2.5 VL 7B, and 01.AI: Yi-Large.