# Multi-Hop Question Answering on MuSiQue (Accuracy & Recall) Source: [Multi-Hop Question Answering on MuSiQue (Accuracy & Recall)]() Collection index: [llms.txt]() Data updated: 2026-06-17T08:01:47.767Z Evaluation of model performance on the MuSiQue dataset for Multi-Hop Question Answering, reporting Accuracy and Recall 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 | Multi-Hop Question Answering | | Dataset (including any stated split) | MuSiQue | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HyGRAG +Inference | 36.6 | Not recorded | 6a322a5ad33dfb23e783eda0 | | HyGRAG | 35.87 | Not recorded | 6a322a5ad33dfb23e783eda0 | | VanillaRAG | 32.3 | Not recorded | 6a322a5ad33dfb23e783eda0 | | RAPTOR-K | 31.67 | Not recorded | 6a322a5ad33dfb23e783eda0 | | RAPTOR | 31.17 | Not recorded | 6a322a5ad33dfb23e783eda0 | | L-LightRAG | 30.63 | Not recorded | 6a322a5ad33dfb23e783eda0 | | HippoRAG2 | 30.23 | Not recorded | 6a322a5ad33dfb23e783eda0 | | EraRAG | 26.7 | Not recorded | 6a322a5ad33dfb23e783eda0 | | HiRAG | 26.2 | Not recorded | 6a322a5ad33dfb23e783eda0 | | HippoRAG | 20 | Not recorded | 6a322a5ad33dfb23e783eda0 | | H-LightRAG | 18.73 | Not recorded | 6a322a5ad33dfb23e783eda0 | | G-LightRAG | 16.01 | Not recorded | 6a322a5ad33dfb23e783eda0 | | L-GraphRAG | 14.57 | Not recorded | 6a322a5ad33dfb23e783eda0 | | ArchRAG | 14.27 | Not recorded | 6a322a5ad33dfb23e783eda0 | | Zero-shot | 8.76 | Not recorded | 6a322a5ad33dfb23e783eda0 | | CoT | 8.53 | Not recorded | 6a322a5ad33dfb23e783eda0 | ### HyGRAG +Inference Accuracy: 36.6. Result ID: 6a3253c1fbc373592c2fb0ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### HyGRAG Accuracy: 35.87. Result ID: 6a3253c1fbc373592c2fb0ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### VanillaRAG Accuracy: 32.3. Result ID: 6a3253c1fbc373592c2fb0e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RAPTOR-K Accuracy: 31.67. Result ID: 6a3253c1fbc373592c2fb0e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RAPTOR Accuracy: 31.17. Result ID: 6a3253c1fbc373592c2fb0e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### L-LightRAG Accuracy: 30.63. Result ID: 6a3253c1fbc373592c2fb0e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### HippoRAG2 Accuracy: 30.23. Result ID: 6a3253c1fbc373592c2fb0ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### EraRAG Accuracy: 26.7. Result ID: 6a3253c1fbc373592c2fb0e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### HiRAG Accuracy: 26.2. Result ID: 6a3253c1fbc373592c2fb0ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### HippoRAG Accuracy: 20. Result ID: 6a3253c1fbc373592c2fb0e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### H-LightRAG Accuracy: 18.73. Result ID: 6a3253c1fbc373592c2fb0e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### G-LightRAG Accuracy: 16.01. Result ID: 6a3253c1fbc373592c2fb0e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### L-GraphRAG Accuracy: 14.57. Result ID: 6a3253c1fbc373592c2fb0eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### ArchRAG Accuracy: 14.27. Result ID: 6a3253c1fbc373592c2fb0ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### Zero-shot Accuracy: 8.76. Result ID: 6a3253c1fbc373592c2fb0e0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### CoT Accuracy: 8.53. Result ID: 6a3253c1fbc373592c2fb0e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.