{
 "body": "\nPart of the [MultiPL-E](multipl_e.md) family, listed here as a subset id in this repository's catalogue\n\u2014 but the identification with upstream MultiPL-E could not be confirmed.\n\n## What it measures\n\nThis page is deliberately incomplete. This repository catalogues `multipl_e_kotlin` alongside the other\nMultiPL-E language subsets, and some model cards report a score under this key, but Kotlin is not one of\nthe languages covered by the MultiPL-E paper (arXiv 2208.08227), by the per-language translator scripts\nin the `nuprl/MultiPL-E` GitHub repository, or by the `humaneval-*`/`mbpp-*` configs on the\n`nuprl/MultiPL-E` Hugging Face dataset card, all checked directly on 2026-09-07. The repository does\ncover a long list of other languages (see `measures` in the front matter), which makes the absence of a\nKotlin translator look like a real gap rather than an oversight in this search.\n\n## Reading the numbers\n\nTreat any `multipl_e_kotlin` score with caution until its source is identified: it may come from a fork\nor extension of MultiPL-E not indexed by the sources above, from a different Kotlin coding benchmark\nthat a leaderboard aggregator relabelled under this key, or from a vendor-internal evaluation. Do not\nassume it is comparable to the other MultiPL-E language subsets in this family, since the item count,\ntranslation methodology and scoring protocol behind it are all unconfirmed. If the underlying source is\nidentified later, this page should be rewritten to match it.\n",
 "build": {
  "built_at": "2026-09-09T16:56:50+00:00",
  "commit": "0a599558854c0e238c03a0f0d725239cb28f9d11",
  "eligibility_as_of": "2026-09-09"
 },
 "disposition": {
  "canonical_id": "multipl_e_kotlin",
  "reasons": [],
  "status": "unassessed",
  "verified_results": []
 },
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   "as_of": "2026-04",
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   "display_name": "Llama 3.1 70B",
   "model_id": "meta/llama-3-1-70b",
   "provider": "meta",
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   "source": "lmarena.ai, provider-reports, safety-evals, domain-evals, open-llm-leaderboard-v2"
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   "as_of": "2026-04",
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   "display_name": "Llama 3.1 70B Instruct",
   "model_id": "meta/llama-3-1-70b-instruct",
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   "provider_display": "Meta",
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 ],
 "page": {
  "aliases": [],
  "category": "coding",
  "contamination": {
   "note": "Cannot be assessed without knowing what dataset this key draws from.",
   "risk": "unknown"
  },
  "dataset": {
   "languages": [
    "Kotlin"
   ],
   "license": "",
   "modalities": [
    "code"
   ],
   "public_test_set": null,
   "size": null,
   "size_note": "No Kotlin dataset or config was found on the nuprl/MultiPL-E dataset card or repository as of 2026-09-07.",
   "splits": "",
   "url": ""
  },
  "freshness": {
   "researched": "2026-09-07",
   "researched_by": "sonnet-5 agent, batch 1, slice C",
   "reviewed": "",
   "reviewed_by": ""
  },
  "harness": {
   "bigbench": "",
   "helm": "",
   "inspect_evals": "",
   "lm_eval": "",
   "opencompass": "",
   "other": ""
  },
  "id": "multipl_e_kotlin",
  "last_updated": "",
  "leaderboard_url": "",
  "lineage": {
   "family": "multipl_e",
   "predecessor": "",
   "successors": [],
   "variants": []
  },
  "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.\n",
  "metric": {
   "baseline_note": "Not established.",
   "direction": "higher_is_better",
   "human_baseline": null,
   "max_score": null,
   "name": "",
   "random_baseline": null,
   "unit": "%"
  },
  "name": "MultiPL-E: Kotlin (unconfirmed)",
  "page_kind": "subset",
  "paper": {
   "arxiv": "",
   "title": "",
   "url": "",
   "year": null
  },
  "publisher": {
   "authors": [],
   "org": "",
   "url": ""
  },
  "released": "",
  "repo_url": "",
  "saturation": {
   "as_of": "",
   "note": "Not established; see summary.",
   "status": "unknown",
   "top_score": null
  },
  "sources": [
   {
    "accessed": "2026-09-07",
    "title": "MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation",
    "url": "https://arxiv.org/abs/2208.08227"
   },
   {
    "accessed": "2026-09-07",
    "title": "nuprl/MultiPL-E repository (dataset_builder translators checked; no Kotlin translator found)",
    "url": "https://github.com/nuprl/MultiPL-E"
   },
   {
    "accessed": "2026-09-07",
    "title": "nuprl/MultiPL-E dataset card (configs checked; no humaneval-kt or mbpp-kt found)",
    "url": "https://huggingface.co/datasets/nuprl/MultiPL-E"
   }
  ],
  "status": "unknown",
  "subcategory": "multilingual code generation",
  "summary": "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.",
  "tags": [
   "code-generation",
   "kotlin",
   "unconfirmed"
  ],
  "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.\n"
 }
}