# Paper Abstract Generation on ACL Anthology Network 2016 (test)

Source: [Paper Abstract Generation on ACL Anthology Network 2016 (test)](<https://www.sota2.com/research/sota/paper-abstract-generation-on-acl-anthology-network-2016-test>)

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

Data updated: 2026-02-26T05:49:47.776Z

Evaluation of model performance on generating paper abstracts using the test split of the ACL Anthology Network 2016 dataset, typically measured using generation metrics like METEOR and ROUGE-L.

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 | Paper abstract generation |
| Dataset (including any stated split) | ACL Anthology Network 2016 (test) |
| Metric | METEOR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [METEOR](<https://www.sota2.com/research/sota/paper-abstract-generation-on-acl-anthology-network-2016-test.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/paper-abstract-generation-on-acl-anthology-network-2016-test.md?metric=ROUGE-L>): Higher is better; unit: SCALAR.

- [Human Preference Score](<https://www.sota2.com/research/sota/paper-abstract-generation-on-acl-anthology-network-2016-test.md?metric=Human%20Preference%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | METEOR | Result date | Report paper |
| --- | --- | --- | --- |
| Writing-editing Network (ED(2)) | 14 | Not recorded | 68fa68a81e209131cea1d7bc |
| Seq2seq | 13.5 | Not recorded | 68fa68a81e209131cea1d7bc |
| Writing-editing Network (ED(1)) | 13.3 | Not recorded | 68fa68a81e209131cea1d7bc |
| LSTM-LM | 8.7 | Not recorded | 68fa68a81e209131cea1d7bc |

### Writing-editing Network (ED(2))

METEOR: 14. Result ID: 698d7c778b517eb43321de97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7bc.md>)

[Implementation](<https://github.com/EagleW/Writing-editing-Network>)

Recorded evaluation configuration: {"Iteration":2,"Draft":"Second revised draft"}. This record does not assert independent reproduction.

### Seq2seq

METEOR: 13.5. Result ID: 698d7c778b517eb43321de95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5369.md>)

Recorded evaluation configuration: {"Attention":true}. This record does not assert independent reproduction.

### Writing-editing Network (ED(1))

METEOR: 13.3. Result ID: 698d7c778b517eb43321de96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7bc.md>)

[Implementation](<https://github.com/EagleW/Writing-editing-Network>)

Recorded evaluation configuration: {"Iteration":1,"Draft":"First revised draft"}. This record does not assert independent reproduction.

### LSTM-LM

METEOR: 8.7. Result ID: 698d7c778b517eb43321de94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7bc.md>)

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

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