# Multi-hop Knowledge-based Question Answering on PathQuestion-Large (PQL) 2H 1.0

Source: [Multi-hop Knowledge-based Question Answering on PathQuestion-Large (PQL) 2H 1.0](<https://www.sota2.com/research/sota/multi-hop-knowledge-based-question-answering-on-pathquestion-large-pql-2h-1-0>)

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

Data updated: 2026-02-26T05:28:15.608Z

Evaluation of model performance on the PathQuestion-Large (PQL) 2H 1.0 dataset for multi-hop knowledge-based question answering, measured using Accuracy.

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 Knowledge-based Question Answering |
| Dataset (including any stated split) | PathQuestion-Large (PQL) 2H 1.0 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multi-hop-knowledge-based-question-answering-on-pathquestion-large-pql-2h-1-0.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Hypergraph Transformer | 90.5 | Not recorded | 68fa6c571e209131cea3367d |
| SRN | 78.6 | Not recorded | 68fa6c571e209131cea3367d |
| IRN | 72.5 | Not recorded | 68fa6c571e209131cea3367d |
| Seq2Seq | 71.9 | Not recorded | 68fa6c571e209131cea3367d |
| MINERVA | 71.8 | Not recorded | 68fa6c571e209131cea3367d |
| KV-MemNN | 70.5 | Not recorded | 68fa6c571e209131cea3367d |
| IRN-weak | 63 | Not recorded | 68fa6c571e209131cea3367d |
| MemNN | 61.2 | Not recorded | 68fa6c571e209131cea3367d |
| Subgraph | 50 | Not recorded | 68fa6c571e209131cea3367d |
| Embed | 42.5 | Not recorded | 68fa6c571e209131cea3367d |

### Hypergraph Transformer

Accuracy: 90.5. Result ID: 698f05633a6c314849f4d859.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Implementation](<https://github.com/yujungheo/kbvqa-public>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### SRN

Accuracy: 78.6. Result ID: 698f05633a6c314849f4d858.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### IRN

Accuracy: 72.5. Result ID: 698f05633a6c314849f4d853.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa646c1e209131cea049d4.md>)

Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction.

### Seq2Seq

Accuracy: 71.9. Result ID: 698f05633a6c314849f4d850.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5369.md>)

Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction.

### MINERVA

Accuracy: 71.8. Result ID: 698f05633a6c314849f4d856.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65391e209131cea09235.md>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### KV-MemNN

Accuracy: 70.5. Result ID: 698f05633a6c314849f4d852.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d51e209131ce9fb76c.md>)

Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction.

### IRN-weak

Accuracy: 63. Result ID: 698f05633a6c314849f4d857.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa646c1e209131cea049d4.md>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### MemNN

Accuracy: 61.2. Result ID: 698f05633a6c314849f4d851.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622f1e209131ce9f80a6.md>)

[Implementation](<https://github.com/facebook/MemNN>)

Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction.

### Subgraph

Accuracy: 50. Result ID: 698f05633a6c314849f4d855.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617c1e209131ce9f4664.md>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### Embed

Accuracy: 42.5. Result ID: 698f05633a6c314849f4d854.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c571e209131cea3367d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61501e209131ce9f3bdf.md>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

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