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Codesota · Natural Language Processing · Reading Comprehension · RACETasks/Natural Language Processing/Reading Comprehension
Reading Comprehension · benchmark dataset · 2017 · EN

ReAding Comprehension from Examinations.

Canonical multiple-choice reading comprehension benchmark built from English exams for Chinese middle and high school students. ~28K passages and ~100K questions. Evaluated as accuracy over RACE-M (middle) + RACE-H (high) combined.

Paper Submit a result
§ 01 · Leaderboard

Best published scores.

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


Primary
accuracy · higher is better
accuracy· primary
2 rows
#ModelOrgSubmittedPaper / codeaccuracy
01ALBERT ensembleSep 2019ALBERT: A Lite BERT for Self-supervised Learning of Lang… · code89.40
02RoBERTaJul 2019RoBERTa: A Robustly Optimized BERT Pretraining Approach · code83.20
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 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. Jul 26, 2019RoBERTa83.20
  2. Sep 26, 2019ALBERT ensemble89.40
Fig 3 · SOTA-setting models only. 2 entries span Jul 2019 Sep 2019.
§ 04 · Literature

2 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