# Cloze-style Question Answering on WDW Relaxed 1.0 (test)

Source: [Cloze-style Question Answering on WDW Relaxed 1.0 (test)](<https://www.sota2.com/research/sota/cloze-style-question-answering-on-wdw-relaxed-1-0-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:27:14.753Z

Evaluation of model performance on the test split of the WDW Relaxed 1.0 dataset for Cloze-style Question Answering, measured using Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Cloze-style Question Answering |
| Dataset (including any stated split) | WDW Relaxed 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/cloze-style-question-answering-on-wdw-relaxed-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GA Reader | 72.6 | Not recorded | 68fa63491e209131ce9fdb44 |
| GA Reader | 71 | Not recorded | 68fa63491e209131ce9fdb44 |
| GA Reader | 69.1 | Not recorded | 68fa63491e209131ce9fdb44 |
| NSE | 66.7 | Not recorded | 68fa63491e209131ce9fdb44 |
| GA Reader | 66.6 | Not recorded | 68fa63491e209131ce9fdb44 |
| Stanford AR | 65 | Not recorded | 68fa63491e209131ce9fdb44 |
| GA-- | 60 | Not recorded | 68fa63491e209131ce9fdb44 |
| AS Reader | 59 | Not recorded | 68fa63491e209131ce9fdb44 |
| Attentive Reader | 55 | Not recorded | 68fa63491e209131ce9fdb44 |

### GA Reader

Accuracy: 72.6. Result ID: 698bed91ecace47ef55a416f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Implementation](<https://github.com/bdhingra/ga-reader>)

Recorded evaluation configuration: {"Embedding handling":"fix L(w)","qe-comm feature":"true"}. This record does not assert independent reproduction.

### GA Reader

Accuracy: 71. Result ID: 698bed91ecace47ef55a416e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Implementation](<https://github.com/bdhingra/ga-reader>)

Recorded evaluation configuration: {"Embedding handling":"update L(w)","qe-comm feature":"true"}. This record does not assert independent reproduction.

### GA Reader

Accuracy: 69.1. Result ID: 698bed91ecace47ef55a416d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Implementation](<https://github.com/bdhingra/ga-reader>)

Recorded evaluation configuration: {"Embedding handling":"fix L(w)"}. This record does not assert independent reproduction.

### NSE

Accuracy: 66.7. Result ID: 698bed91ecace47ef55a416a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63051e209131ce9fc644.md>)

[Implementation](<https://bitbucket.org/tsendeemts/nse>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GA Reader

Accuracy: 66.6. Result ID: 698bed91ecace47ef55a416c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Implementation](<https://github.com/bdhingra/ga-reader>)

Recorded evaluation configuration: {"Embedding handling":"update L(w)"}. This record does not assert independent reproduction.

### Stanford AR

Accuracy: 65. Result ID: 698bed91ecace47ef55a4169.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a21e209131ce9fa624.md>)

[Implementation](<https://github.com/danqi/rc-cnn-dailymail>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GA--

Accuracy: 60. Result ID: 698bed91ecace47ef55a416b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

Recorded evaluation configuration: {"qe-comm feature":"false"}. This record does not assert independent reproduction.

### AS Reader

Accuracy: 59. Result ID: 698bed91ecace47ef55a4168.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb625.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Attentive Reader

Accuracy: 55. Result ID: 698bed91ecace47ef55a4167.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622a1e209131ce9f7cd4.md>)

[Implementation](<http://www.github.com/deepmind/rc-data/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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