# Dropped Pronoun Recovery on OntoNotes TC 5.0 (CoNLL 2012 Shared Task) (test)

Source: [Dropped Pronoun Recovery on OntoNotes TC 5.0 (CoNLL 2012 Shared Task) (test)](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-ontonotes-tc-5-0-conll-2012-shared-task-test>)

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

Data updated: 2026-02-26T05:58:18.406Z

Evaluation of Dropped Pronoun Recovery performance on the test split of the OntoNotes TC 5.0 (CoNLL 2012 Shared Task) dataset, reporting Precision, Recall, and F-score.

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 | Dropped Pronoun Recovery |
| Dataset (including any stated split) | OntoNotes TC 5.0 (CoNLL 2012 Shared Task) (test) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Precision](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-ontonotes-tc-5-0-conll-2012-shared-task-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-ontonotes-tc-5-0-conll-2012-shared-task-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-ontonotes-tc-5-0-conll-2012-shared-task-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DiscProReco(XLM-R-w/o RelGCN) | 0.4462 | Not recorded | 68fa6a231e209131cea26433 |
| XLM-RoBERTa-NDPR | 0.4314 | Not recorded | 68fa6a231e209131cea26433 |
| Transformer-GCRF | 0.4048 | Not recorded | 68fa6a231e209131cea26433 |
| NDPR | 0.3963 | Not recorded | 68fa6a231e209131cea26433 |
| BiGRU | 0.2564 | Not recorded | 68fa6a231e209131cea26433 |
| NRM | 0.2312 | Not recorded | 68fa6a231e209131cea26433 |

### DiscProReco(XLM-R-w/o RelGCN)

Precision: 0.4462. Result ID: 698e1479ffc3901de09aa5b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

[Implementation](<https://github.com/ningningyang/DiscProReco>)

Recorded evaluation configuration: {"Encoder":"XLM-RoBERTa","RelGCN":false}. This record does not assert independent reproduction.

### XLM-RoBERTa-NDPR

Precision: 0.4314. Result ID: 698e1479ffc3901de09aa5b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

Recorded evaluation configuration: {"Backbone":"XLM-RoBERTa"}. This record does not assert independent reproduction.

### Transformer-GCRF

Precision: 0.4048. Result ID: 698e1479ffc3901de09aa5b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c479.md>)

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

### NDPR

Precision: 0.3963. Result ID: 698e1479ffc3901de09aa5b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d81e209131cea0cb46.md>)

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

### BiGRU

Precision: 0.2564. Result ID: 698e1479ffc3901de09aa5b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5331.md>)

[Implementation](<https://github.com/jych/librnn.git>)

Recorded evaluation configuration: {"Encoder":"Bidirectional GRU"}. This record does not assert independent reproduction.

### NRM

Precision: 0.2312. Result ID: 698e1479ffc3901de09aa5b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a231e209131cea26433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea125a6.md>)

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

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