# List-based question answering on Wiki-Category list Harder (test)

Source: [List-based question answering on Wiki-Category list Harder (test)](<https://www.sota2.com/research/sota/list-based-question-answering-on-wiki-category-list-harder-test>)

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

Data updated: 2026-02-26T05:58:24.610Z

Evaluation of List-based Question Answering performance on the test split of the Wiki-Category list Harder dataset.

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 | List-based question answering |
| Dataset (including any stated split) | Wiki-Category list Harder (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/list-based-question-answering-on-wiki-category-list-harder-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Positives Rate](<https://www.sota2.com/research/sota/list-based-question-answering-on-wiki-category-list-harder-test.md?metric=Positives%20Rate>): Higher is better; unit: PERCENT.

- [Negatives Count](<https://www.sota2.com/research/sota/list-based-question-answering-on-wiki-category-list-harder-test.md?metric=Negatives%20Count>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| CoVe (factored) | 22 | Not recorded | 68fa70b41e209131cea4cb37 |
| CoVe (two-step) | 21 | Not recorded | 68fa70b41e209131cea4cb37 |
| CoVe (joint) | 15 | Not recorded | 68fa70b41e209131cea4cb37 |
| Few-shot | 12 | Not recorded | 68fa70b41e209131cea4cb37 |
| Zero-shot | 5 | Not recorded | 68fa70b41e209131cea4cb37 |
| CoT | 3 | Not recorded | 68fa70b41e209131cea4cb37 |

### CoVe (factored)

Precision: 22. Result ID: 699154bb3a6c314849075d6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"LLM":"Llama 65B"}. This record does not assert independent reproduction.

### CoVe (two-step)

Precision: 21. Result ID: 699154bb3a6c314849075d6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"LLM":"Llama 65B"}. This record does not assert independent reproduction.

### CoVe (joint)

Precision: 15. Result ID: 699154bb3a6c314849075d6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"LLM":"Llama 65B"}. This record does not assert independent reproduction.

### Few-shot

Precision: 12. Result ID: 699154bb3a6c314849075d6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"LLM":"Llama 65B"}. This record does not assert independent reproduction.

### Zero-shot

Precision: 5. Result ID: 699154bb3a6c314849075d6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

Recorded evaluation configuration: {"LLM":"Llama 2 70B Chat"}. This record does not assert independent reproduction.

### CoT

Precision: 3. Result ID: 699154bb3a6c314849075d6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"LLM":"Llama 2 70B Chat"}. This record does not assert independent reproduction.

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