# Reading Comprehension on CBT Named Entity (NE) (dev) Source: [Reading Comprehension on CBT Named Entity (NE) (dev)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:16.185Z Evaluation of Reading Comprehension performance on the development split of the Children's Book Test Named Entity subset, reporting 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 | Reading Comprehension | | Dataset (including any stated split) | Children's Book Test (CBT) Named Entity (NE) (dev) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FG fine-grained gate | 79.1 | Not recorded | 68fa63a41e209131ce9fff99 | | GA fine-grained gate | 78.9 | Not recorded | 68fa63a41e209131ce9fff99 | | Munkhdalai & Yu (2016) | 78.2 | Not recorded | 68fa63a41e209131ce9fff99 | | GA word char feat concat | 78.15 | Not recorded | 68fa63a41e209131ce9fff99 | | GA scalar gate | 78.1 | Not recorded | 68fa63a41e209131ce9fff99 | | Cui et al. (2016) | 77.8 | Not recorded | 68fa63a41e209131ce9fff99 | | Sordoni et al. (2016) ensemble | 76.9 | Not recorded | 68fa63a41e209131ce9fff99 | | GA word char concat | 76.8 | Not recorded | 68fa63a41e209131ce9fff99 | | Trischler et al. (2016) ensemble | 76.6 | Not recorded | 68fa63a41e209131ce9fff99 | | Kadlec et al. (2016) ensemble | 76.2 | Not recorded | 68fa63a41e209131ce9fff99 | | Trischler et al. (2016) | 75.3 | Not recorded | 68fa63a41e209131ce9fff99 | | Sordoni et al. (2016) | 75.2 | Not recorded | 68fa63a41e209131ce9fff99 | ### FG fine-grained gate Accuracy: 79.1. Result ID: 698bfe57f729bc7f68e76537. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"FG"}. This record does not assert independent reproduction. ### GA fine-grained gate Accuracy: 78.9. Result ID: 698bfe57f729bc7f68e76536. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"GA"}. This record does not assert independent reproduction. ### Munkhdalai & Yu (2016) Accuracy: 78.2. Result ID: 698bfe57f729bc7f68e7653b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GA word char feat concat Accuracy: 78.15. Result ID: 698bfe57f729bc7f68e76534. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"GA"}. This record does not assert independent reproduction. ### GA scalar gate Accuracy: 78.1. Result ID: 698bfe57f729bc7f68e76535. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"GA"}. This record does not assert independent reproduction. ### Cui et al. (2016) Accuracy: 77.8. Result ID: 698bfe57f729bc7f68e7653a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sordoni et al. (2016) ensemble Accuracy: 76.9. Result ID: 698bfe57f729bc7f68e7653d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensemble":true}. This record does not assert independent reproduction. ### GA word char concat Accuracy: 76.8. Result ID: 698bfe57f729bc7f68e76533. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"GA"}. This record does not assert independent reproduction. ### Trischler et al. (2016) ensemble Accuracy: 76.6. Result ID: 698bfe57f729bc7f68e7653e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensemble":true}. This record does not assert independent reproduction. ### Kadlec et al. (2016) ensemble Accuracy: 76.2. Result ID: 698bfe57f729bc7f68e7653c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ensemble":true}. This record does not assert independent reproduction. ### Trischler et al. (2016) Accuracy: 75.3. Result ID: 698bfe57f729bc7f68e76539. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sordoni et al. (2016) Accuracy: 75.2. Result ID: 698bfe57f729bc7f68e76538. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.