# Multi-hop Question Answering on 2WikiMultiHopQA n=1,000 samples (test)

Source: [Multi-hop Question Answering on 2WikiMultiHopQA n=1,000 samples (test)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wikimultihopqa-n-1-000-samples-test>)

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

Data updated: 2026-06-30T09:47:07.389Z

Evaluation of model performance on the specific 1,000 sample subset of the test split of the 2WikiMultiHopQA dataset for multi-hop question answering.

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 | Multi-hop Question Answering |
| Dataset (including any stated split) | 2WikiMultiHopQA n=1,000 samples (test) |
| Metric | F1 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

- [F1 Score](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wikimultihopqa-n-1-000-samples-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Exact Match (EM)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wikimultihopqa-n-1-000-samples-test.md?metric=Exact%20Match%20(EM)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| HippoRAG | 70.33 | Not recorded | 6a434d96ba73165dbb743c19 |
| QAFD-RAG | 69.41 | Not recorded | 6a434d96ba73165dbb743c19 |
| Query-Aware Spreading Activation | 55 | Not recorded | 6a434d96ba73165dbb743c19 |
| GraphRAG | 15.2 | Not recorded | 6a434d96ba73165dbb743c19 |
| LightRAG | 8.2 | Not recorded | 6a434d96ba73165dbb743c19 |

### HippoRAG

F1 Score: 70.33. Result ID: 6a439081fbc373592c95e9a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d96ba73165dbb743c19.md>)

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

Recorded evaluation configuration: {"n samples":"1,000"}. This record does not assert independent reproduction.

### QAFD-RAG

F1 Score: 69.41. Result ID: 6a439081fbc373592c95e9a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d96ba73165dbb743c19.md>)

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

Recorded evaluation configuration: {"n samples":"1,000"}. This record does not assert independent reproduction.

### Query-Aware Spreading Activation

F1 Score: 55. Result ID: 6a439081fbc373592c95e9a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d96ba73165dbb743c19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d96ba73165dbb743c19.md>)

Recorded evaluation configuration: {"n samples":"1,000"}. This record does not assert independent reproduction.

### GraphRAG

F1 Score: 15.2. Result ID: 6a439081fbc373592c95e9a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d96ba73165dbb743c19.md>)

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

Recorded evaluation configuration: {"n samples":"1,000"}. This record does not assert independent reproduction.

### LightRAG

F1 Score: 8.2. Result ID: 6a439081fbc373592c95e9a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d96ba73165dbb743c19.md>)

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

Recorded evaluation configuration: {"n samples":"1,000"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.