# Dropped Pronoun Recovery on SPDPR (test)

Source: [Dropped Pronoun Recovery on SPDPR (test)](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-spdpr-test>)

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

Data updated: 2026-02-26T05:58:18.389Z

Evaluation of model performance on the Dropped Pronoun Recovery task using the test split of the SPDPR dataset, measured by 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) | SPDPR (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-spdpr-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-spdpr-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/dropped-pronoun-recovery-on-spdpr-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DiscProReco(XLM-R) | 61.13 | Not recorded | 68fa6a231e209131cea26433 |
| DiscProReco | 59.58 | Not recorded | 68fa6a231e209131cea26433 |
| DiscProReco(XLM-R-w/o RelGCN) | 56.32 | Not recorded | 68fa6a231e209131cea26433 |
| XLM-RoBERTa-NDPR | 54.03 | Not recorded | 68fa6a231e209131cea26433 |
| Transformer-GCRF | 52.51 | Not recorded | 68fa6a231e209131cea26433 |
| NDPR | 49.39 | Not recorded | 68fa6a231e209131cea26433 |
| BiGRU | 40.18 | Not recorded | 68fa6a231e209131cea26433 |
| MEPR | 37.27 | Not recorded | 68fa6a231e209131cea26433 |
| NRM | 37.11 | Not recorded | 68fa6a231e209131cea26433 |

### DiscProReco(XLM-R)

Precision: 61.13. Result ID: 698e1479ffc3901de09aa5b3.

[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"}. This record does not assert independent reproduction.

### DiscProReco

Precision: 59.58. Result ID: 698e1479ffc3901de09aa5b1.

[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":"BiGRU"}. This record does not assert independent reproduction.

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

Precision: 56.32. Result ID: 698e1479ffc3901de09aa5b2.

[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: 54.03. Result ID: 698e1479ffc3901de09aa5af.

[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: 52.51. Result ID: 698e1479ffc3901de09aa5b0.

[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: 49.39. Result ID: 698e1479ffc3901de09aa5ae.

[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: 40.18. Result ID: 698e1479ffc3901de09aa5ad.

[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.

### MEPR

Precision: 37.27. Result ID: 698e1479ffc3901de09aa5ab.

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

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

### NRM

Precision: 37.11. Result ID: 698e1479ffc3901de09aa5ac.

[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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