Text / LLM foundation models

Which benchmark datasets could each model have seen during training? Every coloured square links to a verbatim quote from the model's paper, model card or repository. Grey means not enough has been disclosed to tell.

Contamination map

Classic LLM benchmarks Recent LLM benchmarks Multimodal LLM benchmarks
Model MMLU GSM8K MATH HumanEval ARC-Challenge HellaSwag TruthfulQA WinoGrande GPQA Diamond MMLU-Pro LiveCodeBench SWE-bench Verified AIME 2024 AIME 2025 MATH-500 MMMU MMMU-Pro MathVista ChartQA DocVQA AI2D CharXiv
BLOOM
Claude 3 (Opus, Sonnet, Haiku)
Claude 3.5 Sonnet
Claude 3.7 Sonnet
Claude Fable 5 / Claude Mythos 5
Claude Mythos Preview
Claude Opus 4 and Claude Sonnet 4
Claude Opus 4.5
Claude Opus 5
Claude Sonnet 5
DCLM-7B (DCLM-Baseline-7B)
DCLM-7B-IT (DCLM-IT-7B)
DeepSeek-R1
DeepSeek-R1-0528
DeepSeek-R1-Distill
DeepSeek-V3
DeepSeek-V3-0324
DeepSeek-V3.1
DeepSeek-V3.2
DeepSeek-V3.2-Exp
DeepSeek-V4 (Pro / Flash)
DeepSeek-V4.1-Flash
Gemini 1.5 (Pro, Flash)
Gemini 2.5 (Pro, Flash)
Gemini 3 Pro
Gemini 4 Argon
Gemma 2
Gemma 3
Gemma 3n
Gemma 4
GPT-4
GPT-4o
GPT-5
GPT-5.2
GPT-6 Astra
gpt-oss
InternVL3
InternVL3.5
Llama 2
Llama 3.1
Llama 3.2 (1B, 3B)
Llama 3.2-Vision (11B, 90B)
Llama 3.3 70B
Llama 4 (Scout, Maverick)
Meta Llama 3
LLaVA-OneVision
LLaVA-OneVision-1.5
K2-Horizon
K2-V2
LLM360 K2-65B (K2 Diamond)
LLM360 Amber
Ministral 3
Mistral 7B
Mistral Large 3
Mistral Medium 3.5
Mistral Small 4
Mixtral 8x7B
Molmo (0924)
Molmo2
OpenAI o1
OpenAI o3
OLMo (February 2024)
OLMo 2 (November 2024)
Olmo 3
Olmo 3.1
Olmo Hybrid 7B
Phi-3 (mini / small / medium)
Phi-3.5 (mini / MoE)
Phi-4
Phi-4-mini
Phi-4-mini-flash-reasoning
Phi-4-mini-reasoning
Phi-4-reasoning / Phi-4-reasoning-plus
Phi-mini-MoE / Phi-tiny-MoE (SlimMoE)
Pixtral 12B
Pixtral Large
Pythia
Pythia (deduplicated)
Qwen2.5
Qwen2.5-VL
Qwen3
Qwen3-2507 (Instruct-2507 / Thinking-2507)
Qwen3-Next
Qwen3-VL
Qwen3.5
Qwen3.6
Qwen3.8
Qwen3.8-Flash-Next
SmolLM2
SmolLM3

Rows are models, grouped by family; columns are benchmark datasets. Hover a square for the reason, click it for the evidence. Empty outlines mark benchmarks a model cannot take (e.g. image benchmarks for text-only models).

Benchmarks

Models

ModelOrganisationReleasedDisclosureDetermined
BLOOM BigScience 2022-07-11 Partial list 0%
Claude 3 (Opus, Sonnet, Haiku) Anthropic 2024-03-04 Vague 13%
Claude 3.5 Sonnet Anthropic 2024-06-21 None 9%
Claude 3.7 Sonnet Anthropic 2025-02-24 Vague 4%
Claude Fable 5 / Claude Mythos 5 Anthropic 2026-06-09 Partial list 0%
Claude Mythos Preview Anthropic 2026-04-07 Partial list 18%
Claude Opus 4 and Claude Sonnet 4 Anthropic 2025-05-22 Vague 0%
Claude Opus 4.5 Anthropic 2025-11-24 Vague 13%
Claude Opus 5 Anthropic 2026-07-24 Partial list 0%
Claude Sonnet 5 Anthropic 2026-06-30 Partial list 0%
DCLM-7B (DCLM-Baseline-7B) Apple / DataComp-LM (DCLM) team 2024-07-11 Full list 53%
DCLM-7B-IT (DCLM-IT-7B) Apple / DataComp-LM (DCLM) team 2024-06-15 Partial list 26%
DeepSeek-R1 DeepSeek-AI 2025-01-20 Vague 53%
DeepSeek-R1-0528 DeepSeek-AI 2025-05-28 None 0%
DeepSeek-R1-Distill DeepSeek-AI 2025-01-20 Vague 0%
DeepSeek-V3 DeepSeek-AI 2024-12-26 Vague 6%
DeepSeek-V3-0324 DeepSeek-AI 2025-03-25 None 0%
DeepSeek-V3.1 DeepSeek-AI 2025-08-21 Vague 0%
DeepSeek-V3.2 DeepSeek-AI 2025-12-01 Vague 0%
DeepSeek-V3.2-Exp DeepSeek-AI 2025-09-29 Vague 0%
DeepSeek-V4 (Pro / Flash) DeepSeek-AI 2026-04-24 Vague 0%
DeepSeek-V4.1-Flash DeepSeek-AI 2026-09-10 Vague 0%
Gemini 1.5 (Pro, Flash) Google DeepMind 2024-02-15 Vague 13%
Gemini 2.5 (Pro, Flash) Google DeepMind 2025-03-25 Vague 4%
Gemini 3 Pro Google DeepMind 2025-11-18 Vague 4%
Gemini 4 Argon Google DeepMind 2026-10-13 Vague 0%
Gemma 2 Google DeepMind 2024-06-27 Vague 0%
Gemma 3 Google DeepMind 2025-03-12 Vague 4%
Gemma 3n Google DeepMind 2025-06-26 Vague 9%
Gemma 4 Google DeepMind 2026-04-02 Vague 4%
GPT-4 OpenAI 2023-03-14 Partial list 59%
GPT-4o OpenAI 2024-05-13 Vague 13%
GPT-5 OpenAI 2025-08-07 Vague 4%
GPT-5.2 OpenAI 2025-12-11 Partial list 4%
GPT-6 Astra OpenAI 2026-09-03 Partial list 0%
gpt-oss OpenAI 2025-08-05 Vague 6%
InternVL3 Shanghai AI Laboratory (OpenGVLab) 2025-04-10 Partial list 31%
InternVL3.5 Shanghai AI Laboratory (OpenGVLab) 2025-08-25 Partial list 18%
Llama 2 Meta 2023-07-18 Vague 40%
Llama 3.1 Meta 2024-07-23 Vague 66%
Llama 3.2 (1B, 3B) Meta 2024-09-25 Vague 13%
Llama 3.2-Vision (11B, 90B) Meta 2024-09-25 Vague 13%
Llama 3.3 70B Meta 2024-12-04 Vague 13%
Llama 4 (Scout, Maverick) Meta 2025-04-05 Vague 4%
Meta Llama 3 Meta 2024-04-18 Vague 13%
LLaVA-OneVision LLaVA-NeXT team (LMMs-Lab), with ByteDance 2024-08-06 Partial list 18%
LLaVA-OneVision-1.5 LLaVA-OneVision Community Contributors (EvolvingLMMs-Lab) 2025-09-28 Partial list 18%
K2-Horizon MBZUAI Institute of Foundation Models (IFM) / LLM360 2026-09-01 Partial list 0%
K2-V2 LLM360 / MBZUAI Institute of Foundation Models (IFM) 2025-12-05 Full list 6%
LLM360 K2-65B (K2 Diamond) LLM360 (MBZUAI / Petuum) 2024-04-17 Partial list 20%
LLM360 Amber LLM360 (MBZUAI / Petuum) 2023-12-11 Full list 0%
Ministral 3 Mistral AI 2025-12-02 Vague 0%
Mistral 7B Mistral AI 2023-09-27 Vague 0%
Mistral Large 3 Mistral AI 2025-12-02 None 0%
Mistral Medium 3.5 Mistral AI 2026-05-22 None 4%
Mistral Small 4 Mistral AI 2026-03-16 None 4%
Mixtral 8x7B Mistral AI 2023-12-11 Vague 0%
Molmo (0924) Allen Institute for AI (Ai2) 2024-09-25 Partial list 18%
Molmo2 Allen Institute for AI (Ai2) 2025-12-11 Partial list 18%
OpenAI o1 OpenAI 2024-12-05 Vague 13%
OpenAI o3 OpenAI 2025-04-16 Vague 13%
OLMo (February 2024) Allen Institute for AI (AI2) 2024-02-01 Full list 26%
OLMo 2 (November 2024) Allen Institute for AI (Ai2) 2024-11-26 Full list 60%
Olmo 3 Allen Institute for AI (Ai2) 2025-11-20 Full list 6%
Olmo 3.1 Allen Institute for AI (Ai2) 2025-12-12 Full list 6%
Olmo Hybrid 7B Allen Institute for AI (Ai2) 2026-03-05 Full list 6%
Phi-3 (mini / small / medium) Microsoft 2024-04-22 Vague 13%
Phi-3.5 (mini / MoE) Microsoft 2024-08-16 Vague 13%
Phi-4 Microsoft 2024-12-12 Vague 60%
Phi-4-mini Microsoft 2025-02-19 Vague 6%
Phi-4-mini-flash-reasoning Microsoft 2025-06-19 Vague 6%
Phi-4-mini-reasoning Microsoft 2025-04-30 Partial list 6%
Phi-4-reasoning / Phi-4-reasoning-plus Microsoft 2025-04-30 Vague 6%
Phi-mini-MoE / Phi-tiny-MoE (SlimMoE) Microsoft 2025-06-23 Vague 13%
Pixtral 12B Mistral AI 2024-09-17 Vague 0%
Pixtral Large Mistral AI 2024-11-18 Vague 0%
Pythia EleutherAI 2023-04-03 Full list 20%
Pythia (deduplicated) EleutherAI 2023-04-03 Full list 20%
Qwen2.5 Alibaba Cloud (Qwen Team) 2024-09-19 Vague 20%
Qwen2.5-VL Alibaba Cloud (Qwen Team) 2025-01-26 Vague 13%
Qwen3 Alibaba Cloud (Qwen Team) 2025-04-29 Vague 0%
Qwen3-2507 (Instruct-2507 / Thinking-2507) Alibaba Cloud (Qwen Team) 2025-07-21 None 0%
Qwen3-Next Alibaba Cloud (Qwen Team) 2025-09-09 Vague 0%
Qwen3-VL Alibaba Cloud (Qwen Team) 2025-09-22 Vague 0%
Qwen3.5 Alibaba Cloud (Qwen Team) 2026-02-16 Vague 0%
Qwen3.6 Alibaba Cloud (Qwen Team) 2026-04-15 None 0%
Qwen3.8 Alibaba Cloud (Qwen Team) 2026-08-05 None 0%
Qwen3.8-Flash-Next Alibaba Cloud (Qwen Team) 2026-08-24 None 0%
SmolLM2 Hugging Face 2024-10-30 Full list 46%
SmolLM3 Hugging Face 2025-07-08 Full list 0%

Datasets