MultiPL-E: Kotlin (unconfirmed)

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

This page is a discovery lead. Nobody has yet assessed it against the catalogue contract, so it carries no disposition. Absence of evidence here is not evidence of staleness.
Categorycoding
Subcategorymultilingual code generation
Page statusunknown
Directionhigher_is_better
Unit%

What it measures

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.

Task format

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.

Models reporting this benchmark

These figures come from the model cards, which carry one collection date per card and no per-score attribution. They are shown as reported, not as verified evidence.
ModelProviderScoreCard as of
GPT-5.1OpenAI83.52026-04
GPT-5.1 ChatOpenAI83.52026-04
GPT-5.1 CodexOpenAI83.52026-04
GPT-5.1 Codex MaxOpenAI83.52026-04
GPT-5.1 Codex miniOpenAI83.52026-04
GPT-5OpenAI82.82026-04
GPT-5 Chat (latest)OpenAI82.82026-04
GPT-5 MiniOpenAI82.82026-04
GPT-5 NanoOpenAI82.82026-04
GPT-5 ProOpenAI82.82026-04
GPT-5-CodexOpenAI82.82026-04
GPT-5.2OpenAI82.82026-04
GPT-5.2 ChatOpenAI82.82026-04
GPT-5.2 CodexOpenAI82.82026-04
GPT-5.2 ProOpenAI82.82026-04
GPT-5.3 Chat (latest)OpenAI82.82026-04
GPT-5.3 CodexOpenAI82.82026-04
GPT-5.3 Codex SparkOpenAI82.82026-04
GPT-5.4OpenAI82.82026-04
GPT-5.4 miniOpenAI82.82026-04
GPT-5.4 nanoOpenAI82.82026-04
GPT-5.4 ProOpenAI82.82026-04
Claude Opus 4Anthropic82.52026-04
Claude Opus 4.6Anthropic82.52026-04
o3OpenAI82.12026-04
Claude Opus 4.5Anthropic81.82026-04
Claude Opus 4.5 (latest)Anthropic81.82026-04
Claude Sonnet 4.6Anthropic80.82026-04
Claude Opus 4.1Anthropic80.52026-04
Claude Opus 4.1 (latest)Anthropic80.52026-04
Qwen3-Coder 480B-A35B InstructAlibaba / Qwen Team80.22026-04
Claude Sonnet 4Anthropic79.82026-04
Claude Sonnet 4.5Anthropic79.82026-04
Claude Sonnet 4.5 (latest)Anthropic79.82026-04
Grok 4xAI79.52026-04
Grok 4 FastxAI79.52026-04
Grok 4 Fast (Non-Reasoning)xAI79.52026-04
Grok 4.1 FastxAI79.52026-04
Grok 4.1 Fast (Non-Reasoning)xAI79.52026-04
Grok 4.20 (Non-Reasoning)xAI79.52026-04
Grok 4.20 (Reasoning)xAI79.52026-04
Grok 4.20 Multi-AgentxAI79.52026-04
Gemini 2.5 ProGoogle DeepMind79.22026-04
GPT-4.1OpenAI78.52026-04
Claude Opus 4 (latest)Anthropic78.22026-04
o4-miniOpenAI78.22026-04
o4-mini-deep-researchOpenAI78.22026-04
Qwen3 235B-A22BAlibaba / Qwen Team76.82026-04
DeepSeek V3.2 ExpDeepSeek76.52026-04
Claude Sonnet 4 (latest)Anthropic76.22026-04
GPT-4oOpenAI75.82026-04
GPT-4o (2024-05-13)OpenAI75.82026-04
GPT-4o (2024-08-06)OpenAI75.82026-04
GPT-4o (2024-11-20)OpenAI75.82026-04
DeepSeek V3.2DeepSeek75.22026-04
o3-miniOpenAI75.22026-04
DeepSeek R1 0528DeepSeek74.82026-04
DeepSeek R1 0528 NVFP4 v2NVIDIA74.82026-04
Claude Sonnet 3.7Anthropic74.52026-04
GPT-4 TurboOpenAI73.82026-04
Claude Sonnet 3.5Anthropic72.82026-04
Claude Sonnet 3.5 v2Anthropic72.82026-04
DeepSeek R1DeepSeek72.52026-04
DeepSeek ReasonerDeepSeek72.52026-04
Claude Haiku 4.5Anthropic72.22026-04
Claude Haiku 4.5 (latest)Anthropic72.22026-04
DeepSeek V3.1DeepSeek71.52026-04
Gemini 2.5 FlashGoogle DeepMind71.52026-04
Gemini 2.5 Flash ImageGoogle DeepMind71.52026-04
Gemini 2.5 Flash Image (Preview)Google DeepMind71.52026-04
Gemini 2.5 Flash LiteGoogle DeepMind71.52026-04
Gemini 2.5 Flash Lite Preview 06-17Google DeepMind71.52026-04
Gemini 2.5 Flash Lite Preview 09-25Google DeepMind71.52026-04
Gemini 2.5 Flash Preview 04-17Google DeepMind71.52026-04
Gemini 2.5 Flash Preview 05-20Google DeepMind71.52026-04
Gemini 2.5 Flash Preview 09-25Google DeepMind71.52026-04
Gemini 2.5 Flash Preview TTSGoogle DeepMind71.52026-04
Grok 3xAI71.22026-04
Grok 3 FastxAI71.22026-04
Grok 3 Fast LatestxAI71.22026-04
Grok 3 LatestxAI71.22026-04
Grok 3 MinixAI71.22026-04
Grok 3 Mini FastxAI71.22026-04
Grok 3 Mini Fast LatestxAI71.22026-04
Grok 3 Mini LatestxAI71.22026-04
Qwen3 32BAlibaba / Qwen Team70.52026-04
Qwen3 32B AWQAlibaba / Qwen Team70.52026-04
Qwen3 32B NVFP4NVIDIA70.52026-04
Mistral Large (latest)Mistral AI70.22026-04
Mistral Large 2.1Mistral AI70.22026-04
Mistral Large 3Mistral AI70.22026-04
DeepSeek V3 0324DeepSeek69.22026-04
GPT-4OpenAI68.22026-04
GPT-4.1 miniOpenAI68.22026-04
GPT-4.1 nanoOpenAI68.22026-04
Claude Opus 3Anthropic67.52026-04
DeepSeek ChatDeepSeek67.52026-04
DeepSeek V3DeepSeek67.52026-04
Llama 4 Maverick 17B 128E InstructMeta66.82026-04
Llama-4-Maverick-17B-128E-Instruct-FP8Meta66.82026-04
Qwen2.5 72B InstructAlibaba / Qwen Team65.52026-04
Gemma 4 31BGoogle DeepMind65.22026-04
gemma 4 31B itGoogle DeepMind65.22026-04
gemma 4 31B it GGUFUnsloth65.22026-04
Gemma 4 31B IT NVFP4NVIDIA65.22026-04
GPT-4o miniOpenAI65.22026-04
Qwen2.5 Coder 32B InstructAlibaba / Qwen Team64.82026-04
Qwen2.5 Coder 32B Instruct AWQAlibaba / Qwen Team64.82026-04
Mistral Medium (latest)Mistral AI63.52026-04
Mistral Medium 3Mistral AI63.52026-04
Mistral Medium 3.1Mistral AI63.52026-04
Llama 4 Scout 17B 16EMeta63.22026-04
Llama 4 Scout 17B 16E InstructMeta63.22026-04
Llama-4-Scout-17B-16E-Instruct-FP8Meta63.22026-04
Claude Haiku 3.5Anthropic62.82026-04
Claude Haiku 3.5 (latest)Anthropic62.82026-04
Gemma 4 26BGoogle DeepMind62.82026-04
phi 4Microsoft62.82026-04
Llama 3.3 70B Instruct NVFP4NVIDIA62.52026-04
Llama-3.3-70B-InstructMeta62.52026-04
Codestral (latest)Mistral AI61.52026-04
Llama 3.1 70BMeta60.52026-04
Llama 3.1 70B InstructMeta60.52026-04
Qwen2.5 Coder 14B InstructAlibaba / Qwen Team56.82026-04
Mistral Small (latest)Mistral AI55.52026-04
Mistral Small 24B Instruct 2501Mistral AI55.52026-04
Mistral Small 3.1 24B Instruct 2503Mistral AI55.52026-04
Mistral Small 3.2Mistral AI55.52026-04
Mistral Small 3.2 24B Instruct 2506Mistral AI55.52026-04
Mistral Small 4Mistral AI55.52026-04
Mistral Small 4 119B 2603Mistral AI55.52026-04
Phi 4 mini instructMicrosoft50.52026-04
Qwen2.5 Coder 7B InstructAlibaba / Qwen Team48.52026-04
Qwen2.5 Coder 7B Instruct GPTQ Int4Alibaba / Qwen Team48.52026-04
CodeLlama 34B Instruct hfMeta45.22026-04

Data

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