# Multi-hop Knowledge-based Question Answering on PathQuestion-Large (PQL) 3H 1.0 Source: [Multi-hop Knowledge-based Question Answering on PathQuestion-Large (PQL) 3H 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:15.625Z Evaluation of model performance on the PathQuestion-Large (PQL) 3H 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) 3H 1.0 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Hypergraph Transformer | 95.4 | Not recorded | 68fa6c571e209131cea3367d | | Hypergraph Transformer | 77.9 | Not recorded | 68fa6c571e209131cea3367d | | SRN | 77.5 | Not recorded | 68fa6c571e209131cea3367d | | IRN | 71 | Not recorded | 68fa6c571e209131cea3367d | | MINERVA | 65.7 | Not recorded | 68fa6c571e209131cea3367d | | Seq2Seq | 64.7 | Not recorded | 68fa6c571e209131cea3367d | | KV-MemNN | 63.4 | Not recorded | 68fa6c571e209131cea3367d | | IRN-weak | 61.8 | Not recorded | 68fa6c571e209131cea3367d | | MemNN | 53.6 | Not recorded | 68fa6c571e209131cea3367d | | Embed | 22.5 | Not recorded | 68fa6c571e209131cea3367d | | Subgraph | 21.3 | Not recorded | 68fa6c571e209131cea3367d | ### Hypergraph Transformer Accuracy: 95.4. Result ID: 698f05633a6c314849f4d864. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised","Note":"PQL-3H-More data (2x QA pairs)"}. This record does not assert independent reproduction. ### Hypergraph Transformer Accuracy: 77.9. Result ID: 698f05633a6c314849f4d863. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction. ### SRN Accuracy: 77.5. Result ID: 698f05633a6c314849f4d862. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction. ### IRN Accuracy: 71. Result ID: 698f05633a6c314849f4d85d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction. ### MINERVA Accuracy: 65.7. Result ID: 698f05633a6c314849f4d860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction. ### Seq2Seq Accuracy: 64.7. Result ID: 698f05633a6c314849f4d85a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction. ### KV-MemNN Accuracy: 63.4. Result ID: 698f05633a6c314849f4d85c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction. ### IRN-weak Accuracy: 61.8. Result ID: 698f05633a6c314849f4d861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction. ### MemNN Accuracy: 53.6. Result ID: 698f05633a6c314849f4d85b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction. ### Embed Accuracy: 22.5. Result ID: 698f05633a6c314849f4d85e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction. ### Subgraph Accuracy: 21.3. Result ID: 698f05633a6c314849f4d85f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.