# End-to-end Conversational Question Answering on TopiOCQA

Source: [End-to-end Conversational Question Answering on TopiOCQA](<https://www.sota2.com/research/sota/end-to-end-conversational-question-answering-on-topiocqa>)

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

Data updated: 2026-04-10T00:19:53.896Z

Evaluation of model performance on the TopiOCQA dataset for End-to-end Conversational Question Answering, measured using ROUGE and BertScore metrics.

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 | End-to-end Conversational Question Answering |
| Dataset (including any stated split) | TopiOCQA |
| Metric | ROUGE-1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [ROUGE-1 Score](<https://www.sota2.com/research/sota/end-to-end-conversational-question-answering-on-topiocqa.md?metric=ROUGE-1%20Score>): Higher is better; unit: PERCENT.

- [ROUGE-L Score](<https://www.sota2.com/research/sota/end-to-end-conversational-question-answering-on-topiocqa.md?metric=ROUGE-L%20Score>): Higher is better; unit: PERCENT.

- [BertScore](<https://www.sota2.com/research/sota/end-to-end-conversational-question-answering-on-topiocqa.md?metric=BertScore>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| MSPA-CQR | 31.97 | Not recorded | 69d732b67d0172140ec76cd4 |
| LLM4CS | 29.2 | Not recorded | 69d732b67d0172140ec76cd4 |
| RETPO | 26.01 | Not recorded | 69d732b67d0172140ec76cd4 |

### MSPA-CQR

ROUGE-1 Score: 31.97. Result ID: 69d8421447f34ce924c04b06.

[Reporting paper](<https://www.sota2.com/research/paper/69d732b67d0172140ec76cd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d732b67d0172140ec76cd4.md>)

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

### LLM4CS

ROUGE-1 Score: 29.2. Result ID: 69d8421447f34ce924c04b04.

[Reporting paper](<https://www.sota2.com/research/paper/69d732b67d0172140ec76cd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de25.md>)

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

### RETPO

ROUGE-1 Score: 26.01. Result ID: 69d8421447f34ce924c04b05.

[Reporting paper](<https://www.sota2.com/research/paper/69d732b67d0172140ec76cd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79701e209131cea7d9c5.md>)

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

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