# Conversational Question Answering on TopiOCQA

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

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

Data updated: 2026-02-26T06:01:59.302Z

Evaluation of model performance on the TopiOCQA dataset for Conversational Question Answering, focusing on throughput and latency 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 | Conversational Question Answering |
| Dataset (including any stated split) | TopiOCQA |
| Metric | Relative Latency |
| Unit | TIME |
| Direction | Lower 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

- [Relative Latency](<https://www.sota2.com/research/sota/conversational-question-answering-on-topiocqa.md?metric=Relative%20Latency>): Lower is better; unit: TIME.

- [Throughput (Q/s)](<https://www.sota2.com/research/sota/conversational-question-answering-on-topiocqa.md?metric=Throughput%20(Q%2Fs)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Relative Latency | Result date | Report paper |
| --- | --- | --- | --- |
| PRO-ConvQA | 1 | Not recorded | 68fa6f9d1e209131cea469cb |
| ORConvQA | 10.95 | Not recorded | 68fa6f9d1e209131cea469cb |
| DPR Ret. + DPR Read. | 15.48 | Not recorded | 68fa6f9d1e209131cea469cb |
| BM25 Ret. + DPR Read. | 16.94 | Not recorded | 68fa6f9d1e209131cea469cb |

### PRO-ConvQA

Relative Latency: 1. Result ID: 6990f5b23a6c314849049a00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9d1e209131cea469cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9d1e209131cea469cb.md>)

[Implementation](<https://github.com/starsuzi/PRO-ConvQA>)

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

### ORConvQA

Relative Latency: 10.95. Result ID: 6990f5b23a6c3148490499ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9d1e209131cea469cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67991e209131cea175a1.md>)

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

### DPR Ret. + DPR Read.

Relative Latency: 15.48. Result ID: 6990f5b23a6c3148490499fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9d1e209131cea469cb.md>)

Recorded evaluation configuration: {"Retriever":"DPR","Reader":"DPR"}. This record does not assert independent reproduction.

### BM25 Ret. + DPR Read.

Relative Latency: 16.94. Result ID: 6990f5b23a6c3148490499fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9d1e209131cea469cb.md>)

Recorded evaluation configuration: {"Retriever":"BM25","Reader":"DPR"}. This record does not assert independent reproduction.

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