# Clickbait Spoiling on Clickbait Posts Phrase Spoilers n=423 (test)

Source: [Clickbait Spoiling on Clickbait Posts Phrase Spoilers n=423 (test)](<https://www.sota2.com/research/sota/clickbait-spoiling-on-clickbait-posts-phrase-spoilers-n-423-test>)

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

Data updated: 2026-02-26T05:37:17.528Z

Evaluation of model performance on generating clickbait spoilers for the 'Clickbait Posts Phrase Spoilers n=423' test set, measured using text generation metrics like BLEU, METEOR, and BERTScore.

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 | Clickbait Spoiling |
| Dataset (including any stated split) | Clickbait Posts Phrase Spoilers n=423 (test) |
| Metric | BLEU-4 |
| 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

- [BLEU-4](<https://www.sota2.com/research/sota/clickbait-spoiling-on-clickbait-posts-phrase-spoilers-n-423-test.md?metric=BLEU-4>): Higher is better; unit: PERCENT.

- [METEOR](<https://www.sota2.com/research/sota/clickbait-spoiling-on-clickbait-posts-phrase-spoilers-n-423-test.md?metric=METEOR>): Higher is better; unit: PERCENT.

- [BERTScore](<https://www.sota2.com/research/sota/clickbait-spoiling-on-clickbait-posts-phrase-spoilers-n-423-test.md?metric=BERTScore>): Higher is better; unit: PERCENT.

- [P@1](<https://www.sota2.com/research/sota/clickbait-spoiling-on-clickbait-posts-phrase-spoilers-n-423-test.md?metric=P%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BLEU-4 | Result date | Report paper |
| --- | --- | --- | --- |
| DeBERTa-large | 68.8 | Not recorded | 68fa6c141e209131cea31ffd |
| RoBERTa-large | 65.7 | Not recorded | 68fa6c141e209131cea31ffd |
| BERT | 58.89 | Not recorded | 68fa6c141e209131cea31ffd |
| MonoT5 | 4.95 | Not recorded | 68fa6c141e209131cea31ffd |
| MonoBERT | 4.2 | Not recorded | 68fa6c141e209131cea31ffd |
| BM25 | 3.4 | Not recorded | 68fa6c141e209131cea31ffd |

### DeBERTa-large

BLEU-4: 68.8. Result ID: 698eca61ffc3901de0a13775.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31ffd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2a6.md>)

[Implementation](<https://github.com/microsoft/DeBERTa111>)

Recorded evaluation configuration: {"Type":"Question Answering"}. This record does not assert independent reproduction.

### RoBERTa-large

BLEU-4: 65.7. Result ID: 698eca61ffc3901de0a13776.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31ffd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Type":"Question Answering"}. This record does not assert independent reproduction.

### BERT

BLEU-4: 58.89. Result ID: 698eca61ffc3901de0a13774.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31ffd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Type":"Question Answering","Status":"baseline"}. This record does not assert independent reproduction.

### MonoT5

BLEU-4: 4.95. Result ID: 698eca61ffc3901de0a13779.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31ffd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67341e209131cea14b55.md>)

[Implementation](<http://anserini.io/>)

Recorded evaluation configuration: {"Type":"Passage Retrieval"}. This record does not assert independent reproduction.

### MonoBERT

BLEU-4: 4.2. Result ID: 698eca61ffc3901de0a13778.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31ffd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd5.md>)

[Implementation](<https://github.com/nyu-dl/dl4marco-bert>)

Recorded evaluation configuration: {"Type":"Passage Retrieval"}. This record does not assert independent reproduction.

### BM25

BLEU-4: 3.4. Result ID: 698eca61ffc3901de0a13777.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31ffd.md>)

Recorded evaluation configuration: {"Type":"Passage Retrieval","Status":"baseline"}. This record does not assert independent reproduction.

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