# Sentence Compression on Google dataset ALL (test)

Source: [Sentence Compression on Google dataset ALL (test)](<https://www.sota2.com/research/sota/sentence-compression-on-google-dataset-all-test>)

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

Data updated: 2026-02-26T05:43:01.860Z

Evaluation of Sentence Compression performance on the test split of the Google dataset ALL, measured using F1, R-1, R-2, R-L, and Delta C scores.

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 | Sentence Compression |
| Dataset (including any stated split) | Google dataset ALL (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/sentence-compression-on-google-dataset-all-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [R-1](<https://www.sota2.com/research/sota/sentence-compression-on-google-dataset-all-test.md?metric=R-1>): Higher is better; unit: PERCENT.

- [R-2](<https://www.sota2.com/research/sota/sentence-compression-on-google-dataset-all-test.md?metric=R-2>): Higher is better; unit: PERCENT.

- [R-L](<https://www.sota2.com/research/sota/sentence-compression-on-google-dataset-all-test.md?metric=R-L>): Higher is better; unit: PERCENT.

- [Delta C](<https://www.sota2.com/research/sota/sentence-compression-on-google-dataset-all-test.md?metric=Delta%20C>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SLAHAN | 85.5 | Not recorded | 68fa67891e209131cea16c56 |
| Base | 85.4 | Not recorded | 68fa67891e209131cea16c56 |
| Child | 85.4 | Not recorded | 68fa67891e209131cea16c56 |
| SLAHAN | 85.4 | Not recorded | 68fa67891e209131cea16c56 |
| Parent | 85.3 | Not recorded | 68fa67891e209131cea16c56 |
| Child | 85.2 | Not recorded | 68fa67891e209131cea16c56 |
| Evaluator-SLM | 85.1 | Not recorded | 68fa67891e209131cea16c56 |
| Evaluator-LM | 85 | Not recorded | 68fa67891e209131cea16c56 |
| Tagger | 85 | Not recorded | 68fa67891e209131cea16c56 |
| Parent | 85 | Not recorded | 68fa67891e209131cea16c56 |
| LSTM | 84.8 | Not recorded | 68fa67891e209131cea16c56 |
| LSTM-Dep | 84.7 | Not recorded | 68fa67891e209131cea16c56 |
| Attn | 84.5 | Not recorded | 68fa67891e209131cea16c56 |

### SLAHAN

F1 Score: 85.5. Result ID: 698d39968b517eb4331fe803.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

[Implementation](<https://github.com/kamigaito/slahan.>)

Recorded evaluation configuration: {"syntactic\_information":"w/ syn"}. This record does not assert independent reproduction.

### Base

F1 Score: 85.4. Result ID: 698d39968b517eb4331fe7fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

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

### Child

F1 Score: 85.4. Result ID: 698d39968b517eb4331fe801.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

Recorded evaluation configuration: {"syntactic\_information":"w/ syn"}. This record does not assert independent reproduction.

### SLAHAN

F1 Score: 85.4. Result ID: 698d39968b517eb4331fe804.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

[Implementation](<https://github.com/kamigaito/slahan.>)

Recorded evaluation configuration: {"syntactic\_information":"w/o syn"}. This record does not assert independent reproduction.

### Parent

F1 Score: 85.3. Result ID: 698d39968b517eb4331fe800.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

Recorded evaluation configuration: {"syntactic\_information":"w/o syn"}. This record does not assert independent reproduction.

### Child

F1 Score: 85.2. Result ID: 698d39968b517eb4331fe802.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

Recorded evaluation configuration: {"syntactic\_information":"w/o syn"}. This record does not assert independent reproduction.

### Evaluator-SLM

F1 Score: 85.1. Result ID: 698d39968b517eb4331fe7f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

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

### Evaluator-LM

F1 Score: 85. Result ID: 698d39968b517eb4331fe7f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

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

### Tagger

F1 Score: 85. Result ID: 698d39968b517eb4331fe7fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62681e209131ce9f9365.md>)

[Implementation](<https://bitbucket.org/soegaard/gaze-mtl16>)

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

### Parent

F1 Score: 85. Result ID: 698d39968b517eb4331fe7ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

Recorded evaluation configuration: {"syntactic\_information":"w/ syn"}. This record does not assert independent reproduction.

### LSTM

F1 Score: 84.8. Result ID: 698d39968b517eb4331fe7fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

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

### LSTM-Dep

F1 Score: 84.7. Result ID: 698d39968b517eb4331fe7fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

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

### Attn

F1 Score: 84.5. Result ID: 698d39968b517eb4331fe7fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62181e209131ce9f78e3.md>)

[Implementation](<http://nlp.stanford.edu/projects/nmt>)

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

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