# Knowledge Base Question Answering on Creak WikiData (test)

Source: [Knowledge Base Question Answering on Creak WikiData (test)](<https://www.sota2.com/research/sota/knowledge-base-question-answering-on-creak-wikidata-test>)

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

Data updated: 2026-03-24T15:24:17.823Z

Evaluation of Knowledge Base Question Answering performance on the test split of the Creak WikiData dataset, measured using Hits@1.

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 | Knowledge Base Question Answering |
| Dataset (including any stated split) | Creak WikiData (test) |
| Metric | Hits@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Hits@1](<https://www.sota2.com/research/sota/knowledge-base-question-answering-on-creak-wikidata-test.md?metric=Hits%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hits@1 | Result date | Report paper |
| --- | --- | --- | --- |
| KG-Hopper w/Qwen-2.5-7B | 91.82 | Not recorded | 69c21a9c0636e5bf4afc496d |
| DeepSeek-R1-Distill-Llama-70B + KG | 91.2 | Not recorded | 69c21a9c0636e5bf4afc496d |
| GPT-4o | 90.7 | Not recorded | 69c21a9c0636e5bf4afc496d |
| GPT-4o-mini + KG | 90.2 | Not recorded | 69c21a9c0636e5bf4afc496d |
| LLaMA-3.3-70B + KG | 87.04 | Not recorded | 69c21a9c0636e5bf4afc496d |
| LLaMA-3.1-8B (SFT) + KG | 84.47 | Not recorded | 69c21a9c0636e5bf4afc496d |
| LLaMA-3.3-70B | 83.72 | Not recorded | 69c21a9c0636e5bf4afc496d |
| GPT-4o-mini | 83.72 | Not recorded | 69c21a9c0636e5bf4afc496d |
| Qwen-2.5-7B (SFT) + KG | 83.43 | Not recorded | 69c21a9c0636e5bf4afc496d |
| LLaMA-3.1-8B + KG | 80.5 | Not recorded | 69c21a9c0636e5bf4afc496d |
| DeepSeek-R1-Distill-Llama-70B | 79.1 | Not recorded | 69c21a9c0636e5bf4afc496d |
| Qwen-2.5-7B + KG | 79.04 | Not recorded | 69c21a9c0636e5bf4afc496d |
| LLaMA-3.1-8B | 75.8 | Not recorded | 69c21a9c0636e5bf4afc496d |
| Qwen-2.5-7B | 73.26 | Not recorded | 69c21a9c0636e5bf4afc496d |

### KG-Hopper w/Qwen-2.5-7B

Hits@1: 91.82. Result ID: 69c2ac9047f34ce924abb4c1.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"7B","Strategy":"KG-Augmented with RL Fine-Tuning"}. This record does not assert independent reproduction.

### DeepSeek-R1-Distill-Llama-70B + KG

Hits@1: 91.2. Result ID: 69c2ac9047f34ce924abb4bd.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Size":"70B","Strategy":"KG-Augmented without Fine-Tuning"}. This record does not assert independent reproduction.

### GPT-4o

Hits@1: 90.7. Result ID: 69c2ac9047f34ce924abb4b9.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Strategy":"LLM Prompting Only"}. This record does not assert independent reproduction.

### GPT-4o-mini + KG

Hits@1: 90.2. Result ID: 69c2ac9047f34ce924abb4be.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Strategy":"KG-Augmented without Fine-Tuning"}. This record does not assert independent reproduction.

### LLaMA-3.3-70B + KG

Hits@1: 87.04. Result ID: 69c2ac9047f34ce924abb4bc.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"70B","Strategy":"KG-Augmented without Fine-Tuning"}. This record does not assert independent reproduction.

### LLaMA-3.1-8B (SFT) + KG

Hits@1: 84.47. Result ID: 69c2ac9047f34ce924abb4c0.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"8B","Strategy":"KG-Augmented with Supervised Fine-Tuning"}. This record does not assert independent reproduction.

### LLaMA-3.3-70B

Hits@1: 83.72. Result ID: 69c2ac9047f34ce924abb4b6.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"70B","Strategy":"LLM Prompting Only"}. This record does not assert independent reproduction.

### GPT-4o-mini

Hits@1: 83.72. Result ID: 69c2ac9047f34ce924abb4b8.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Strategy":"LLM Prompting Only"}. This record does not assert independent reproduction.

### Qwen-2.5-7B (SFT) + KG

Hits@1: 83.43. Result ID: 69c2ac9047f34ce924abb4bf.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"7B","Strategy":"KG-Augmented with Supervised Fine-Tuning"}. This record does not assert independent reproduction.

### LLaMA-3.1-8B + KG

Hits@1: 80.5. Result ID: 69c2ac9047f34ce924abb4bb.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"8B","Strategy":"KG-Augmented without Fine-Tuning"}. This record does not assert independent reproduction.

### DeepSeek-R1-Distill-Llama-70B

Hits@1: 79.1. Result ID: 69c2ac9047f34ce924abb4b7.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Size":"70B","Strategy":"LLM Prompting Only"}. This record does not assert independent reproduction.

### Qwen-2.5-7B + KG

Hits@1: 79.04. Result ID: 69c2ac9047f34ce924abb4ba.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"7B","Strategy":"KG-Augmented without Fine-Tuning"}. This record does not assert independent reproduction.

### LLaMA-3.1-8B

Hits@1: 75.8. Result ID: 69c2ac9047f34ce924abb4b5.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"8B","Strategy":"LLM Prompting Only"}. This record does not assert independent reproduction.

### Qwen-2.5-7B

Hits@1: 73.26. Result ID: 69c2ac9047f34ce924abb4b4.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a9c0636e5bf4afc496d.md>)

Recorded evaluation configuration: {"Size":"7B","Strategy":"LLM Prompting Only"}. This record does not assert independent reproduction.

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