# Knowledge Graph Question Answering on UltraDomain Agriculture

Source: [Knowledge Graph Question Answering on UltraDomain Agriculture](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-ultradomain-agriculture>)

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

Data updated: 2026-05-20T06:53:27.139Z

Evaluation of Knowledge Graph Question Answering performance on the UltraDomain Agriculture dataset, measured using Comprehensive, Diversity, Logicality, Relevance, and Coherence scores.

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 Graph Question Answering |
| Dataset (including any stated split) | UltraDomain Agriculture |
| Metric | Comprehensive Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Comprehensive Score](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-ultradomain-agriculture.md?metric=Comprehensive%20Score>): Higher is better; unit: PERCENT.

- [Diversity Score](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-ultradomain-agriculture.md?metric=Diversity%20Score>): Higher is better; unit: PERCENT.

- [Logicality Score](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-ultradomain-agriculture.md?metric=Logicality%20Score>): Higher is better; unit: PERCENT.

- [Relevance Score](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-ultradomain-agriculture.md?metric=Relevance%20Score>): Higher is better; unit: PERCENT.

- [Coherence Score](<https://www.sota2.com/research/sota/knowledge-graph-question-answering-on-ultradomain-agriculture.md?metric=Coherence%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Comprehensive Score | Result date | Report paper |
| --- | --- | --- | --- |
| QAFD-RAG | 89.93 | Not recorded | 6a0d400ff984739ed673778f |
| GraphRAG | 87.3 | Not recorded | 6a0d400ff984739ed673778f |
| LightRAG | 83.65 | Not recorded | 6a0d400ff984739ed673778f |
| RAPTOR | 83.32 | Not recorded | 6a0d400ff984739ed673778f |
| HippoRAG | 82.51 | Not recorded | 6a0d400ff984739ed673778f |

### QAFD-RAG

Comprehensive Score: 89.93. Result ID: 6a0d58c1fbc373592c04cdaf.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

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

### GraphRAG

Comprehensive Score: 87.3. Result ID: 6a0d58c1fbc373592c04cdab.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770d1e209131cea70c5a.md>)

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

### LightRAG

Comprehensive Score: 83.65. Result ID: 6a0d58c1fbc373592c04cdac.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78461e209131cea778bd.md>)

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

### RAPTOR

Comprehensive Score: 83.32. Result ID: 6a0d58c1fbc373592c04cdad.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53fc2.md>)

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

### HippoRAG

Comprehensive Score: 82.51. Result ID: 6a0d58c1fbc373592c04cdae.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d400ff984739ed673778f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76981e209131cea6dff9.md>)

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

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