# Paragraph-actions on Textual Domain text2text

Source: [Paragraph-actions on Textual Domain text2text](<https://www.sota2.com/research/sota/paragraph-actions-on-textual-domain-text2text>)

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

Data updated: 2026-02-26T05:36:53.686Z

Evaluation of the Paragraph-actions task (Paragraph to action) performance on the Textual Domain text2text dataset, measured using metrics like BLEU.

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 | Paragraph-actions (Paragraph to action) |
| Dataset (including any stated split) | Textual Domain text2text |
| Metric | BLEU |
| 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](<https://www.sota2.com/research/sota/paragraph-actions-on-textual-domain-text2text.md?metric=BLEU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| T5 (fine-tuned) | 95.3 | Not recorded | 68fa6f711e209131cea459c6 |
| Text+Chem T5-augm | 94.3 | Not recorded | 68fa6f711e209131cea459c6 |
| Text+Chem T5 | 93.5 | Not recorded | 68fa6f711e209131cea459c6 |
| Text+Chem T5 | 92.9 | Not recorded | 68fa6f711e209131cea459c6 |
| Text+Chem T5-augm | 92.6 | Not recorded | 68fa6f711e209131cea459c6 |
| RXN-paragraph2actions | 85 | Not recorded | 68fa6f711e209131cea459c6 |

### T5 (fine-tuned)

BLEU: 95.3. Result ID: 6990d1793a6c3148490386ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"Size":"small"}. This record does not assert independent reproduction.

### Text+Chem T5-augm

BLEU: 94.3. Result ID: 6990d1793a6c3148490386f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Implementation](<https://github.com/GT4SD/multitask_text_and_chemistry_t5>)

Recorded evaluation configuration: {"Size":"base"}. This record does not assert independent reproduction.

### Text+Chem T5

BLEU: 93.5. Result ID: 6990d1793a6c3148490386f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Implementation](<https://github.com/GT4SD/multitask_text_and_chemistry_t5>)

Recorded evaluation configuration: {"Size":"base"}. This record does not assert independent reproduction.

### Text+Chem T5

BLEU: 92.9. Result ID: 6990d1793a6c3148490386ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Implementation](<https://github.com/GT4SD/multitask_text_and_chemistry_t5>)

Recorded evaluation configuration: {"Size":"small"}. This record does not assert independent reproduction.

### Text+Chem T5-augm

BLEU: 92.6. Result ID: 6990d1793a6c3148490386f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

[Implementation](<https://github.com/GT4SD/multitask_text_and_chemistry_t5>)

Recorded evaluation configuration: {"Size":"small"}. This record does not assert independent reproduction.

### RXN-paragraph2actions

BLEU: 85. Result ID: 6990d1793a6c3148490386ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459c6.md>)

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

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