RWSD

The Winograd Schema Challenge (Russian)

Dataset Information
Modalities
Texts
Languages
Russian
Introduced
2020
License
Homepage

Overview

A Winograd schema is a pair of sentences that differ in only one or two words and that contain an ambiguity that is resolved in opposite ways in the two sentences and requires the use of world knowledge and reasoning for its resolution. The schema takes its name from a well-known example by Terry Winograd.

The set would then be presented as a challenge for AI programs, along the lines of the Turing test. The strengths of the challenge are that it is clear-cut, in that the answer to each schema is a binary choice; vivid, in that it is obvious to non-experts that a program that fails to get the right answers clearly has serious gaps in its understanding; and difficult, in that it is far beyond the current state of the art.

Task Type

Logic and Reasoning, World knowledge. Binary Classification: true/false

Example

{
  "text": "Кубок не помещается в коричневый чемодан, потому что он слишком большой."
  "label": false,
  "idx": 5,
  "target": {
    "span1_text": "чемодан",
    "span2_text": "он слишком большой",
    "span1_index": 5,
    "span2_index": 8
  },
}

How did we collect data?

All text examples were collected manually translating and adapting original Winograd dataset for Russian. Human assessment was carried out on Yandex.Toloka.

Variants: RWSD

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Common Sense Reasoning Random weighted Unreasonable Effectiveness of Rule-Based Heuristics … 2021-05-03
Common Sense Reasoning heuristic majority Unreasonable Effectiveness of Rule-Based Heuristics … 2021-05-03
Common Sense Reasoning majority_class Unreasonable Effectiveness of Rule-Based Heuristics … 2021-05-03
Common Sense Reasoning Baseline TF-IDF1.1 RussianSuperGLUE: A Russian Language Understanding … 2020-10-29
Common Sense Reasoning Human Benchmark RussianSuperGLUE: A Russian Language Understanding … 2020-10-29
Common Sense Reasoning MT5 Large mT5: A massively multilingual pre-trained … 2020-10-22

Research Papers

Recent papers with results on this dataset: