Skip to content

Reasoning benchmarks

There are 50 reasoning in the index.

Results

50 benchmarks

  • ReasoningOnline

    LegalBench

    Evaluates legal reasoning across collaboratively contributed tasks covering varied legal domains and text formats.

    Task count
    162
  • ReasoningOnline

    LexGLUE

    Evaluates legal language understanding across seven English classification datasets using a common evaluation setup.

    Task count
    7
  • ReasoningOnline

    LiveBench

    Tests six capability areas with regularly refreshed questions and objective, non-judge scoring.

    Task count
    18
  • ReasoningOnline

    MMLU

    Tests broad academic knowledge and reasoning with multiple-choice questions drawn from 57 subjects.

    Task count
    15,908
  • ReasoningOnline

    MMLU-Pro

    Evaluates broad knowledge and reasoning with harder multiple-choice questions, expanded answer choices, and reduced ambiguity relative to MMLU.

    Task count
    12,032
  • ReasoningOnline

    MT-Bench

    Tests conversational quality on challenging multi-turn, open-ended questions scored by model judges.

    Task count
    80
  • ReasoningOnline

    Natural Questions

    Tests question answering on real Google queries paired with Wikipedia pages and short or long answer annotations.

    Task count
    323,044
  • ReasoningOnline

    PokerBench

    Evaluates whether language models choose solver-backed actions in 11,000 pre-flop and post-flop poker scenarios.

    Task count
    11,000
  • ReasoningOnline

    TAT-QA

    Evaluates numerical question answering over combined tables and prose from financial reports.

    Task count
    16,552
  • ReasoningOnline

    TriviaQA

    Tests reading comprehension and open-domain question answering with trivia questions paired to independently gathered evidence.

  • ReasoningOnline

    TruthfulQA

    Tests whether language models reproduce common human misconceptions and falsehoods when answering questions.

    Task count
    817
  • ReasoningOnline

    TyDi QA

    Evaluates information-seeking question answering across 11 typologically diverse languages.

    Task count
    204,000
  • ReasoningOnline

    WikiText

    Evaluates language modeling on more than 100 million tokens drawn from verified Wikipedia articles.

  • ReasoningOnline

    WildBench

    Tests chat models on challenging real-user requests using task-specific checklists and model-based judges.

    Task count
    1,024
  • ReasoningOnline

    WinoGrande

    Tests commonsense reasoning by resolving pronouns in adversarially collected sentence pairs.

    Task count
    44,000
  • ReasoningOnline

    XNLI

    Evaluates cross-lingual natural-language inference and language transfer across 15 languages.

    Task count
    112,500
  • ReasoningOnline

    XQuAD

    Evaluates cross-lingual extractive question answering on the same question-answer pairs translated across 11 languages.

    Task count
    1,190
  • ReasoningOnline

    Gym Sokoban

    Evaluates planning and reinforcement learning in procedurally generated box-pushing puzzles.

  • ReasoningOnline

    HELM Lite

    Evaluates language models on a compact suite of ten HELM scenarios selected for broad coverage and lower evaluation cost.

    Task count
    10
  • ReasoningOnline

    HumorBench

    Evaluates English and Spanish multi-turn humor understanding through joke classification and identification of each line’s role.

  • ReasoningOnline

    MMLU-Pro

    Tests knowledge and reasoning on harder ten-option questions with reduced reliance on recall.

    Task count
    12,032
  • ReasoningOnline

    SimpleBench

    Tests everyday reasoning about space, time, social situations, and adversarial wording with multiple-choice questions.

  • ReasoningOnline

    SQuAD 2.0

    Tests extractive reading comprehension and whether a system abstains when a Wikipedia passage does not answer the question.

  • ReasoningOnline

    TREC Question Answering Track

    Evaluates systems that return concise answers to fact-based questions from large text collections.

Other categories in Online

More benchmarks

Questions

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).

Published by . How we check each benchmark.