Who ranks #1 on the Natural2code leaderboard?
As of August 20, 2026, Gemini 2.0 Flash by Google ranks #1 on Natural2code at 92.9%. API pricing is $0.10/M input and $0.40/M output.
Natural2code
🏆 LeaderboardAs of August 20, 2026, Gemini 2.0 Flash is #1 for Natural2code at 92.9%. Ranked by the Natural2code score 7 models in this index have a published Natural2code score. Natural2code leaderboard: rank models by Natural2code next to live API token prices.
Updated August 20, 2026282 models33 providers
Showing 1–50 of 282 models
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The index
All Large Language Models
282 models across 33 providers. Search or jump to a lab — every model page stays linked here.
OpenAI
51 modelsGPT-5.6 CyberGPT-5.6 LunaGPT-5.6 SolGPT-5.6 TerraGPT-5.5 InstantGPT-5.5GPT-5.5 ProGPT-5.4 miniGPT-5.4 nanoGPT-5.4GPT-5.3 ChatGPT-5.3 CodexGPT-5.2 CodexGPT-5.2GPT-5.2 ProGPT-5.1 CodexGPT-5.1GPT-5.1 Codex HighGPT-5.1 Codex MiniGPT-5.1 HighGPT-5.1 InstantGPT-5.1 MediumGPT-5.1 ThinkingGPT-5 CodexGPT-5GPT-5 HighGPT-5 MediumGPT-5 miniGPT-5 nanoGPT OSS 120BGPT OSS 120B HighGPT OSS 20BGPT OSS 20B Higho3-proo3o4-miniGPT-4.1GPT-4.1 miniGPT-4.1 nanoo3-minio1o1-proo1-minio1-previewGPT-4oGPT-4o miniChatGPT-4o LatestGPT-4oGPT-4 TurboGPT-4GPT-3.5 Turbo
Anthropic
22 modelsClaude Opus 5Claude Sonnet 5Claude Fable 5Claude Mythos 5Claude Opus 4.8Claude Opus 4.7Claude Sonnet 4.6Claude Opus 4.6Claude Opus 4.5Claude Haiku 4.5Claude Sonnet 4.5Claude Opus 4.1Claude Opus 4Claude Sonnet 4Claude 3.7 SonnetClaude 3.5 HaikuClaude 3.5 SonnetClaude 3.5 SonnetClaude 3 HaikuClaude 3 OpusClaude 3 SonnetClaude Mythos Preview
Gemini 3.7 FlashGemini 3.5 Flash-LiteGemini 3.6 FlashGemini 3.5 FlashGemma 4 26B-A4BGemma 4 31BGemini 3.1 Flash-LiteGemini 3.1 ProGemini 3 FlashGemini 3 ProGemma 3n E4B InstructedGemini 2.5 Flash-LiteGemini 2.5 Pro Preview 06-05Gemini 2.5 FlashGemini 2.5 ProGemma 3 12BGemma 3 27BGemma 3 4BGemini 2.0 Flash-LiteGemini 2.0 FlashGemma 2 27BGemini 1.5 FlashGemini 1.5 ProGemini 1.5 Flash 8BGemini 1.0 Pro
Cursor
2 models
xAI
15 models
DeepSeek
16 models
Qwen
38 modelsQwen3.8-27BQwen3.8-2.4T-A95BQwen3.8 MaxQwen3.7 FlashQwen3.7-PlusQwen3.7 MaxQwen3.6-27BQwen3.6-35B-A3BQwen3.6 PlusQwen3.5-9BQwen3.5-122B-A10BQwen3.5-27BQwen3.5-35B-A3BQwen3.5-397B-A17BQwen3 MaxQwen3 VL 235B A22B InstructQwen3 VL 235B A22B ThinkingQwen3 VL 30B A3B InstructQwen3 VL 30B A3B ThinkingQwen3 VL 32B InstructQwen3 VL 4B InstructQwen3 VL 4B ThinkingQwen3 VL 8B InstructQwen3 VL 8B ThinkingQwen3-Next-80B-A3B-InstructQwen3-Next-80B-A3B-ThinkingQwen3-235B-A22B-Thinking-2507Qwen3-235B-A22B-Instruct-2507Qwen3 235B A22BQwen3 30B A3BQwen3 32BQwen3-Coder 480B A35B InstructQwen2.5 VL 72B InstructQwen3-CoderQwQ-32B-PreviewQwen2.5 72B InstructQwen2.5 7B InstructQwen2.5-Coder 32B Instruct
AI21 Labs
2 models
Amazon
5 models
Baidu
1 models
ByteDance
2 models
Cohere
3 models
IBM
1 models
Inception
1 models
inclusionAI
1 models
LG AI Research
1 models
Meituan
4 models
Meta
12 models
Mistral
23 modelsMistral Medium 3.5Mistral Small 4Min istral 3 (3B Reasoning 2512)MiniStral 3 (14B Instruct 2512)Ministral 3 (14B Reasoning 2512)Ministral 3 (3B Instruct 2512)Ministral 3 (8B Instruct 2512)Ministral 3 (8B Reasoning 2512)Mistral Large 3 (675B Instruct 2512)Mistral Large 3Devstral Small 1.1Devstral MediumMistral Small 3.2 24B InstructMagistral MediumMistral Small 3.1 24B BaseMistral Small 3.1 24B InstructMistral Small 3 24B InstructPixtral LargeMinistral 8B InstructMistral SmallPixtral-12BMistral Large 2Mistral NeMo Instruct
Moonshot AI
9 models
Nous Research
1 models
NVIDIA
5 models
Poolside
2 models
Sakana AI
1 models
StepFun
1 models
Tencent
1 models
Thinking Machines
1 models
Unisound
1 models
Upstage
1 models
Xiaomi
3 modelsWhich model leads Natural2code right now?
As of August 20, 2026, Gemini 2.0 Flash by Google is #1 for Natural2code at 92.9%. Ranked by the Natural2code score This board also tracks Natural2code. Next on the same board: Gemini 1.5 Pro and Gemma 3 27B. This natural2code leaderboard ranks models by Natural2code. Scores come from public evals. Prices are the live API rates in the table above.
Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)
| Rank | Model | Natural2code | Input /M | Output /M |
|---|---|---|---|---|
| 1 | Gemini 2.0 Flash | 92.9% | $0.10 | $0.40 |
| 2 | Gemini 1.5 Pro | 85.4% | $2.50 | $10.00 |
| 3 | Gemma 3 27B | 84.5% | $0.10 | $0.20 |
| 4 | Gemma 3 12B | 80.7% | $0.05 | $0.10 |
| 5 | Gemini 1.5 Flash | 79.8% | $0.15 | $0.60 |
| 6 | Gemini 1.5 Flash 8B | 75.5% | $0.07 | $0.30 |
| 7 | Gemma 3 4B | 70.3% | $0.02 | $0.04 |
Related LLM leaderboards
Individual benchmark pages
Rank one eval at a time. All LLM benchmarks.
Natural2code FAQ
What are the top models on Natural2code?
The current Natural2code ranking as of August 20, 2026 is 1. Gemini 2.0 Flash at 92.9%; 2. Gemini 1.5 Pro at 85.4%; 3. Gemma 3 27B at 84.5%.
Which natural2code model is the cheapest?
Gemma 3 4B is the cheapest scored model on this natural2code leaderboard at $0.02/M input and $0.04/M output ($0.06 blended). Gemini 2.0 Flash still leads Natural2code at 92.9%.
Should I always pick the #1 Natural2code model?
Not automatically. Gemini 2.0 Flash leads Natural2code, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh Natural2code against input/output price, context window, and related evals.
How often is the Natural2code leaderboard updated?
Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 20, 2026. Treat it as a current index, not a one-off blog post.
What is Natural2code?
Natural2code is a public LLM eval (the Natural2code score). This page ranks models that have published a score, next to live API prices.
Where is the Natural2code leaderboard?
This page is the Natural2code leaderboard. Models are sorted by Natural2code, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.
How is this Natural2code ranking different from the official board?
Official eval pages own the methodology. This page keeps the published Natural2code score next to live API $/M so you can pick a production SKU, not only a trophy number.