# Temporal Knowledge Graph Question Answering on CronQuestion KG In Domain TIMELINEKGQA (test)

Source: [Temporal Knowledge Graph Question Answering on CronQuestion KG In Domain TIMELINEKGQA (test)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-question-answering-on-cronquestion-kg-in-domain-timelinekgqa-test>)

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

Data updated: 2026-02-26T05:46:36.567Z

Evaluation of model performance on the test split of the CronQuestion KG In Domain TIMELINEKGQA dataset for Temporal Knowledge Graph Question Answering, measured using Hits@1 metrics broken down by complexity (Overall, Simple, Medium, Complex).

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 | Temporal Knowledge Graph Question Answering |
| Dataset (including any stated split) | CronQuestion KG In Domain TIMELINEKGQA (test) |
| Metric | Hits@1 (Overall) |
| Unit | SCALAR |
| 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

- [Hits@1 (Overall)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-question-answering-on-cronquestion-kg-in-domain-timelinekgqa-test.md?metric=Hits%401%20(Overall)>): Higher is better; unit: SCALAR.

- [Hits@1 (Simple)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-question-answering-on-cronquestion-kg-in-domain-timelinekgqa-test.md?metric=Hits%401%20(Simple)>): Higher is better; unit: SCALAR.

- [Hits@1 (Medium)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-question-answering-on-cronquestion-kg-in-domain-timelinekgqa-test.md?metric=Hits%401%20(Medium)>): Higher is better; unit: SCALAR.

- [Hits@1 (Complex)](<https://www.sota2.com/research/sota/temporal-knowledge-graph-question-answering-on-cronquestion-kg-in-domain-timelinekgqa-test.md?metric=Hits%401%20(Complex)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Hits@1 (Overall) | Result date | Report paper |
| --- | --- | --- | --- |
| Temp-R1 | 0.705 | Not recorded | 697846cea2b28e761d87c748 |
| PoK | 0.651 | Not recorded | 697846cea2b28e761d87c748 |
| RTQA | 0.298 | Not recorded | 697846cea2b28e761d87c748 |
| RAG Baseline | 0.235 | Not recorded | 697846cea2b28e761d87c748 |
| GPT-4o | 0.206 | Not recorded | 697846cea2b28e761d87c748 |
| LLaMA2-7B | 0.169 | Not recorded | 697846cea2b28e761d87c748 |

### Temp-R1

Hits@1 (Overall): 0.705. Result ID: 69966c145698665ec4b2da22.

[Reporting paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

Recorded evaluation configuration: {"Backbone":"Llama3.1-8B-Instruct"}. This record does not assert independent reproduction.

### PoK

Hits@1 (Overall): 0.651. Result ID: 69966c145698665ec4b2da21.

[Reporting paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690d7d112828b7cc6937ceb5.md>)

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

### RTQA

Hits@1 (Overall): 0.298. Result ID: 69966c145698665ec4b2da20.

[Reporting paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b271e209131cea86e3b.md>)

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

### RAG Baseline

Hits@1 (Overall): 0.235. Result ID: 69966c145698665ec4b2da1d.

[Reporting paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

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

### GPT-4o

Hits@1 (Overall): 0.206. Result ID: 69966c145698665ec4b2da1f.

[Reporting paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

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

### LLaMA2-7B

Hits@1 (Overall): 0.169. Result ID: 69966c145698665ec4b2da1e.

[Reporting paper](<https://www.sota2.com/research/paper/697846cea2b28e761d87c748.md>)

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

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