A Kotlin subset is not present in the MultiPL-E paper, repository or dataset card checked for this page; what this key measures is not established.
unassessed
| Category | coding |
|---|---|
| Subcategory | multilingual code generation |
| Page status | unknown |
| Direction | higher_is_better |
| Unit | % |
This id is catalogued in this repository as a MultiPL-E language subset, but Kotlin does not appear among MultiPL-E's supported languages in any primary source checked: it is absent from the original paper's language list, from the per-language translator scripts in the nuprl/MultiPL-E repository's dataset_builder directory (which covers Ada, C++, C#, Clojure, D, Dart, Elixir, F#, Go, Haskell, Java, Julia, JavaScript, Lua, Luau, OCaml, PHP, Perl, Python, R, Ruby, Racket, Rust, Scala, Bash, Swift and TypeScript, but no Kotlin translator), and from the humaneval-*/mbpp-* configs published on the nuprl/MultiPL-E Hugging Face dataset card. What a `multipl_e_kotlin` score in this repository's model cards actually measures could not be established from these sources.
Not established. If a Kotlin port exists in some other fork, extension, or vendor-internal harness, it was not located among the primary MultiPL-E sources checked for this page.
| Model | Provider | Score | Card as of |
|---|---|---|---|
| GPT-5.1 | OpenAI | 83.5 | 2026-04 |
| GPT-5.1 Chat | OpenAI | 83.5 | 2026-04 |
| GPT-5.1 Codex | OpenAI | 83.5 | 2026-04 |
| GPT-5.1 Codex Max | OpenAI | 83.5 | 2026-04 |
| GPT-5.1 Codex mini | OpenAI | 83.5 | 2026-04 |
| GPT-5 | OpenAI | 82.8 | 2026-04 |
| GPT-5 Chat (latest) | OpenAI | 82.8 | 2026-04 |
| GPT-5 Mini | OpenAI | 82.8 | 2026-04 |
| GPT-5 Nano | OpenAI | 82.8 | 2026-04 |
| GPT-5 Pro | OpenAI | 82.8 | 2026-04 |
| GPT-5-Codex | OpenAI | 82.8 | 2026-04 |
| GPT-5.2 | OpenAI | 82.8 | 2026-04 |
| GPT-5.2 Chat | OpenAI | 82.8 | 2026-04 |
| GPT-5.2 Codex | OpenAI | 82.8 | 2026-04 |
| GPT-5.2 Pro | OpenAI | 82.8 | 2026-04 |
| GPT-5.3 Chat (latest) | OpenAI | 82.8 | 2026-04 |
| GPT-5.3 Codex | OpenAI | 82.8 | 2026-04 |
| GPT-5.3 Codex Spark | OpenAI | 82.8 | 2026-04 |
| GPT-5.4 | OpenAI | 82.8 | 2026-04 |
| GPT-5.4 mini | OpenAI | 82.8 | 2026-04 |
| GPT-5.4 nano | OpenAI | 82.8 | 2026-04 |
| GPT-5.4 Pro | OpenAI | 82.8 | 2026-04 |
| Claude Opus 4 | Anthropic | 82.5 | 2026-04 |
| Claude Opus 4.6 | Anthropic | 82.5 | 2026-04 |
| o3 | OpenAI | 82.1 | 2026-04 |
| Claude Opus 4.5 | Anthropic | 81.8 | 2026-04 |
| Claude Opus 4.5 (latest) | Anthropic | 81.8 | 2026-04 |
| Claude Sonnet 4.6 | Anthropic | 80.8 | 2026-04 |
| Claude Opus 4.1 | Anthropic | 80.5 | 2026-04 |
| Claude Opus 4.1 (latest) | Anthropic | 80.5 | 2026-04 |
| Qwen3-Coder 480B-A35B Instruct | Alibaba / Qwen Team | 80.2 | 2026-04 |
| Claude Sonnet 4 | Anthropic | 79.8 | 2026-04 |
| Claude Sonnet 4.5 | Anthropic | 79.8 | 2026-04 |
| Claude Sonnet 4.5 (latest) | Anthropic | 79.8 | 2026-04 |
| Grok 4 | xAI | 79.5 | 2026-04 |
| Grok 4 Fast | xAI | 79.5 | 2026-04 |
| Grok 4 Fast (Non-Reasoning) | xAI | 79.5 | 2026-04 |
| Grok 4.1 Fast | xAI | 79.5 | 2026-04 |
| Grok 4.1 Fast (Non-Reasoning) | xAI | 79.5 | 2026-04 |
| Grok 4.20 (Non-Reasoning) | xAI | 79.5 | 2026-04 |
| Grok 4.20 (Reasoning) | xAI | 79.5 | 2026-04 |
| Grok 4.20 Multi-Agent | xAI | 79.5 | 2026-04 |
| Gemini 2.5 Pro | Google DeepMind | 79.2 | 2026-04 |
| GPT-4.1 | OpenAI | 78.5 | 2026-04 |
| Claude Opus 4 (latest) | Anthropic | 78.2 | 2026-04 |
| o4-mini | OpenAI | 78.2 | 2026-04 |
| o4-mini-deep-research | OpenAI | 78.2 | 2026-04 |
| Qwen3 235B-A22B | Alibaba / Qwen Team | 76.8 | 2026-04 |
| DeepSeek V3.2 Exp | DeepSeek | 76.5 | 2026-04 |
| Claude Sonnet 4 (latest) | Anthropic | 76.2 | 2026-04 |
| GPT-4o | OpenAI | 75.8 | 2026-04 |
| GPT-4o (2024-05-13) | OpenAI | 75.8 | 2026-04 |
| GPT-4o (2024-08-06) | OpenAI | 75.8 | 2026-04 |
| GPT-4o (2024-11-20) | OpenAI | 75.8 | 2026-04 |
| DeepSeek V3.2 | DeepSeek | 75.2 | 2026-04 |
| o3-mini | OpenAI | 75.2 | 2026-04 |
| DeepSeek R1 0528 | DeepSeek | 74.8 | 2026-04 |
| DeepSeek R1 0528 NVFP4 v2 | NVIDIA | 74.8 | 2026-04 |
| Claude Sonnet 3.7 | Anthropic | 74.5 | 2026-04 |
| GPT-4 Turbo | OpenAI | 73.8 | 2026-04 |
| Claude Sonnet 3.5 | Anthropic | 72.8 | 2026-04 |
| Claude Sonnet 3.5 v2 | Anthropic | 72.8 | 2026-04 |
| DeepSeek R1 | DeepSeek | 72.5 | 2026-04 |
| DeepSeek Reasoner | DeepSeek | 72.5 | 2026-04 |
| Claude Haiku 4.5 | Anthropic | 72.2 | 2026-04 |
| Claude Haiku 4.5 (latest) | Anthropic | 72.2 | 2026-04 |
| DeepSeek V3.1 | DeepSeek | 71.5 | 2026-04 |
| Gemini 2.5 Flash | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Image | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Image (Preview) | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Lite | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Lite Preview 06-17 | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Lite Preview 09-25 | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Preview 04-17 | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Preview 05-20 | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Preview 09-25 | Google DeepMind | 71.5 | 2026-04 |
| Gemini 2.5 Flash Preview TTS | Google DeepMind | 71.5 | 2026-04 |
| Grok 3 | xAI | 71.2 | 2026-04 |
| Grok 3 Fast | xAI | 71.2 | 2026-04 |
| Grok 3 Fast Latest | xAI | 71.2 | 2026-04 |
| Grok 3 Latest | xAI | 71.2 | 2026-04 |
| Grok 3 Mini | xAI | 71.2 | 2026-04 |
| Grok 3 Mini Fast | xAI | 71.2 | 2026-04 |
| Grok 3 Mini Fast Latest | xAI | 71.2 | 2026-04 |
| Grok 3 Mini Latest | xAI | 71.2 | 2026-04 |
| Qwen3 32B | Alibaba / Qwen Team | 70.5 | 2026-04 |
| Qwen3 32B AWQ | Alibaba / Qwen Team | 70.5 | 2026-04 |
| Qwen3 32B NVFP4 | NVIDIA | 70.5 | 2026-04 |
| Mistral Large (latest) | Mistral AI | 70.2 | 2026-04 |
| Mistral Large 2.1 | Mistral AI | 70.2 | 2026-04 |
| Mistral Large 3 | Mistral AI | 70.2 | 2026-04 |
| DeepSeek V3 0324 | DeepSeek | 69.2 | 2026-04 |
| GPT-4 | OpenAI | 68.2 | 2026-04 |
| GPT-4.1 mini | OpenAI | 68.2 | 2026-04 |
| GPT-4.1 nano | OpenAI | 68.2 | 2026-04 |
| Claude Opus 3 | Anthropic | 67.5 | 2026-04 |
| DeepSeek Chat | DeepSeek | 67.5 | 2026-04 |
| DeepSeek V3 | DeepSeek | 67.5 | 2026-04 |
| Llama 4 Maverick 17B 128E Instruct | Meta | 66.8 | 2026-04 |
| Llama-4-Maverick-17B-128E-Instruct-FP8 | Meta | 66.8 | 2026-04 |
| Qwen2.5 72B Instruct | Alibaba / Qwen Team | 65.5 | 2026-04 |
| Gemma 4 31B | Google DeepMind | 65.2 | 2026-04 |
| gemma 4 31B it | Google DeepMind | 65.2 | 2026-04 |
| gemma 4 31B it GGUF | Unsloth | 65.2 | 2026-04 |
| Gemma 4 31B IT NVFP4 | NVIDIA | 65.2 | 2026-04 |
| GPT-4o mini | OpenAI | 65.2 | 2026-04 |
| Qwen2.5 Coder 32B Instruct | Alibaba / Qwen Team | 64.8 | 2026-04 |
| Qwen2.5 Coder 32B Instruct AWQ | Alibaba / Qwen Team | 64.8 | 2026-04 |
| Mistral Medium (latest) | Mistral AI | 63.5 | 2026-04 |
| Mistral Medium 3 | Mistral AI | 63.5 | 2026-04 |
| Mistral Medium 3.1 | Mistral AI | 63.5 | 2026-04 |
| Llama 4 Scout 17B 16E | Meta | 63.2 | 2026-04 |
| Llama 4 Scout 17B 16E Instruct | Meta | 63.2 | 2026-04 |
| Llama-4-Scout-17B-16E-Instruct-FP8 | Meta | 63.2 | 2026-04 |
| Claude Haiku 3.5 | Anthropic | 62.8 | 2026-04 |
| Claude Haiku 3.5 (latest) | Anthropic | 62.8 | 2026-04 |
| Gemma 4 26B | Google DeepMind | 62.8 | 2026-04 |
| phi 4 | Microsoft | 62.8 | 2026-04 |
| Llama 3.3 70B Instruct NVFP4 | NVIDIA | 62.5 | 2026-04 |
| Llama-3.3-70B-Instruct | Meta | 62.5 | 2026-04 |
| Codestral (latest) | Mistral AI | 61.5 | 2026-04 |
| Llama 3.1 70B | Meta | 60.5 | 2026-04 |
| Llama 3.1 70B Instruct | Meta | 60.5 | 2026-04 |
| Qwen2.5 Coder 14B Instruct | Alibaba / Qwen Team | 56.8 | 2026-04 |
| Mistral Small (latest) | Mistral AI | 55.5 | 2026-04 |
| Mistral Small 24B Instruct 2501 | Mistral AI | 55.5 | 2026-04 |
| Mistral Small 3.1 24B Instruct 2503 | Mistral AI | 55.5 | 2026-04 |
| Mistral Small 3.2 | Mistral AI | 55.5 | 2026-04 |
| Mistral Small 3.2 24B Instruct 2506 | Mistral AI | 55.5 | 2026-04 |
| Mistral Small 4 | Mistral AI | 55.5 | 2026-04 |
| Mistral Small 4 119B 2603 | Mistral AI | 55.5 | 2026-04 |
| Phi 4 mini instruct | Microsoft | 50.5 | 2026-04 |
| Qwen2.5 Coder 7B Instruct | Alibaba / Qwen Team | 48.5 | 2026-04 |
| Qwen2.5 Coder 7B Instruct GPTQ Int4 | Alibaba / Qwen Team | 48.5 | 2026-04 |
| CodeLlama 34B Instruct hf | Meta | 45.2 | 2026-04 |