Codesota · Natural Language Processing · Question Answering · DROPTasks/Natural Language Processing/Question Answering
Question Answering · benchmark dataset · 2019 · EN

Discrete Reasoning Over Paragraphs.

Reading-comprehension benchmark requiring arithmetic, counting, sorting, comparison, and other discrete reasoning over paragraphs.

Paper Download datasetSubmit a result
§ 01 · Leaderboard

Best published scores.

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


Primary
f1 · higher is better
f1· primary
5 rows
#ModelOrgSubmittedPaper / codef1
01MiniMax-Text-01MiniMaxJan 2025MiniMax-01: Scaling Foundation Models with Lightning Att… · code87.80
02HRM-Text-1BMay 2026pwc-dump · code82.30
03ByT5 XXLMay 2021ByT5: Towards a token-free future with pre-trained byte-… · code80
04Apertus-70B-InstructSep 2025Apertus: Democratizing Open and Compliant LLMs for Globa… · code50.80
05OLMo-2-7B-1124 (olmOCR-peS2o)Feb 2025olmOCR: Unlocking Trillions of Tokens in PDFs with Visio… · code43.70
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

2 steps
of state of the art.

Each row below marks a model that broke the previous record on f1. 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 · f1
  1. May 28, 2021ByT5 XXL80
  2. Jan 14, 2025MiniMax-Text-01MiniMax87.80
Fig 3 · SOTA-setting models only. 2 entries span May 2021 Jan 2025.
§ 04 · Literature

4 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