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Reasoning benchmarks

There are 50 reasoning in the index.

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50 benchmarks

  • ReasoningOnline

    AGIEval

    Tests general problem solving with questions from 20 public admission, qualification, and competition exams.

    Task count
    20
  • ReasoningOnline

    AlpacaEval

    Measures instruction-following quality by comparing model responses against references with automated preference judges.

    Task count
    805
  • ReasoningOnline

    ANLI

    Tests natural-language inference on examples collected adversarially against successive model generations.

  • ReasoningOnline

    ArabicMMLU

    Evaluates Arabic language understanding across 40 school-exam tasks from countries in North Africa, the Levant, and the Gulf.

    Task count
    14,575
  • ReasoningOnline

    ARC-AGI-1

    Tests few-shot abstraction by asking systems to infer transformations between small colored grids.

    Task count
    800
  • ReasoningOnline

    ARC-AGI-2

    Tests symbolic interpretation, compositional reasoning, and context-dependent rules on novel grid tasks.

    Task count
    1,360
  • ReasoningOnline

    Arena-Hard-Auto

    Tests open-ended instruction following on difficult real user prompts with automated preference judges.

    Task count
    750
  • ReasoningOnline

    BERTScore

    Evaluates generated text by matching contextual token embeddings between candidate and reference sentences.

  • ReasoningOnline

    BIG-bench

    Tests language-model capabilities across more than 200 collaboratively authored tasks.

    Task count
    200
  • ReasoningOnline

    BIG-Bench Hard

    Tests multi-step reasoning on 23 BIG-bench tasks where early language models trailed average human raters.

    Task count
    23
  • ReasoningOnline

    BoolQ

    Tests yes-or-no question answering from a supporting passage using naturally occurring information-seeking questions.

    Task count
    15,942
  • ReasoningOnline

    C-Eval

    Evaluates Chinese foundation models with multiple-choice questions spanning 52 disciplines and four difficulty levels.

    Task count
    13,948
  • ReasoningOnline

    CMMLU

    Evaluates Chinese language and cultural knowledge across 67 multiple-choice subjects.

  • ReasoningOnline

    FinBen

    Evaluates financial language understanding and prediction across 24 tasks, including extraction, forecasting, risk, and decision making.

    Task count
    24
  • ReasoningOnline

    FinQA

    Evaluates numerical reasoning over tables and text from financial reports by requiring executable answer programs.

    Task count
    8,281
  • ReasoningOnline

    FLORES-200

    Evaluates machine translation across 200 languages with a professionally translated parallel corpus.

    Task count
    3,001
  • ReasoningOnline

    FollowBench

    Tests adherence to increasingly complex content, situation, style, format, and example constraints.

    Task count
    820
  • ReasoningOnline

    GLUE

    Combines nine sentence- and sentence-pair tasks to evaluate general-purpose English language understanding.

    Task count
    9
  • ReasoningOnline

    HaluEval

    Evaluates whether language models recognize hallucinated content in general queries, question answering, dialogue, and summarization.

    Task count
    35,000
  • ReasoningOnline

    HELM

    Evaluates foundation models across standardized scenarios with multiple accuracy, robustness, fairness, and efficiency metrics.

  • ReasoningOnline

    HotpotQA

    Tests explainable multi-hop question answering with supporting facts drawn from multiple Wikipedia articles.

  • ReasoningOnline

    Humanity’s Last Exam

    Tests frontier models on expert-written, multimodal questions spanning mathematics, science, and the humanities.

    Task count
    2,500
  • ReasoningOnline

    IFEval

    Tests whether a model follows verifiable instructions such as format, length, and keyword constraints.

    Task count
    541
  • ReasoningOnline

    LAMBADA

    Tests prediction of a passage’s final word when success requires understanding its broader discourse context.

Other categories in Online

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What other kinds of benchmarks are in Online?

Other categories in Online: Multimodal (51 benchmarks), Agents (31 benchmarks), Safety (25 benchmarks), Science (24 benchmarks), and Coding (17 benchmarks).

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