Codesota · Reasoning · Commonsense Reasoning · WinoGrandeTasks/Reasoning/Commonsense Reasoning
Commonsense Reasoning · benchmark dataset · 2019 · EN

WinoGrande.

44K Winograd-style problems requiring commonsense reasoning to resolve pronoun references.

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§ 01 · Leaderboard

Best published scores.

13 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.


Primary
accuracy · higher is better
accuracy· primary
13 rows
#ModelOrgSubmittedPaper / codeaccuracy
01GPT-4oAPIOpenAIDec 2025openai-blog87.50
02Claude 3.5 SonnetAPIAnthropicDec 2025anthropic-blog85.40
03Llama 3 70BOpenMetaDec 2025meta-blog85.30
04Trinity Large Base (5-shot)Feb 2026Arcee Trinity Large Technical Report · code80.82
05Step-3.5-Flash BaseFeb 2026Step 3.5 Flash: Open Frontier-Level Intelligence with 11… · code79.10
06Chameleon 34BMay 2024Chameleon: Mixed-Modal Early-Fusion Foundation Models · code78.50
07LLaMA-65BFeb 2023LLaMA: Open and Efficient Foundation Language Models · code77
08Apertus-70BSep 2025Apertus: Democratizing Open and Compliant LLMs for Globa… · code73.30
09HRM-Text-1BMay 2026pwc-dump · code72.40
10BitNet b1.58 2B4TApr 2025BitNet b1.58 2B4T Technical Report · code71.90
11HeliumSep 2024Moshi: a speech-text foundation model for real-time dial… · code70
12SmoLM2 (1.7B)Feb 2025SmolLM2: When Smol Goes Big -- Data-Centric Training of … · code59.40
13OLMo-2-7B-1124 (olmOCR-peS2o)Feb 2025olmOCR: Unlocking Trillions of Tokens in PDFs with Visio… · code58
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

3 steps
of state of the art.

Each row below marks a model that broke the previous record on accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · accuracy
  1. Feb 27, 2023LLaMA-65B77
  2. May 16, 2024Chameleon 34B78.50
  3. Dec 17, 2025GPT-4oOpenAI87.50
Fig 3 · SOTA-setting models only. 3 entries span Feb 2023 Dec 2025.
§ 04 · Literature

9 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies