# Multi-Hop Knowledge Graph Question Answering on QALD en 10 Source: [Multi-Hop Knowledge Graph Question Answering on QALD en 10]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:52:46.725Z Evaluation of model performance on the QALD en 10 dataset specifically for Multi-Hop Knowledge Graph Question Answering, reporting Hits@1. 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 Graph Question Answering | | Dataset (including any stated split) | QALD en 10 | | Metric | Hits@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hits@1 | Result date | Report paper | | --- | --- | --- | --- | | PrivGemo | 70.3 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | PrivGemo | 68.8 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | PrivGemo | 61 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | Logits-to-Logic | 59.2 | Not recorded | 691414752828b7cc6937e9ae | | ToG | 54.7 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | ToG-R | 54.7 | Not recorded | 691414752828b7cc6937e9ae | | ToG-2 | 54.1 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | ToG | 53.8 | Not recorded | 691414752828b7cc6937e9ae | | ToG | 50.2 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | ToG | 50.2 | Not recorded | 691414752828b7cc6937e9ae | | ToG-R | 48.6 | Not recorded | 691414752828b7cc6937e9ae | | SC | 45.3 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | SC | 45.3 | Not recorded | 691414752828b7cc6937e9ae | | CoT | 42.9 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | CoT | 42.9 | Not recorded | 691414752828b7cc6937e9ae | | IO prompt | 42 | Not recorded | 6967232ce25ad2fa9d1ec2b3 | | IO prompt | 42 | Not recorded | 691414752828b7cc6937e9ae | ### PrivGemo Hits@1: 70.3. Result ID: 699688795698665ec4d0f244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Proposed","Brain LLM":"DeepSeek-V3","Hand LLM":"Qwen3-32b"}. This record does not assert independent reproduction. ### PrivGemo Hits@1: 68.8. Result ID: 699688795698665ec4d0f245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Proposed","Brain LLM":"GPT-3.5-Turbo","Hand LLM":"Qwen3-32b"}. This record does not assert independent reproduction. ### PrivGemo Hits@1: 61. Result ID: 699688795698665ec4d0f243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Proposed","Brain LLM":"GPT-4o-mini","Hand LLM":"Qwen3-32b"}. This record does not assert independent reproduction. ### Logits-to-Logic Hits@1: 59.2. Result ID: 6a1e8bc6fbc373592c1873d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"LLaMA3.1-8b","Reasoning Category":"Agentic Reasoning"}. This record does not assert independent reproduction. ### ToG Hits@1: 54.7. Result ID: 699688795698665ec4d0f242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"KG-centric RAG","LLM":"GPT-4"}. This record does not assert independent reproduction. ### ToG-R Hits@1: 54.7. Result ID: 6a1e8bc6fbc373592c1873d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"GPT4","Reasoning Category":"Agentic Reasoning"}. This record does not assert independent reproduction. ### ToG-2 Hits@1: 54.1. Result ID: 699688795698665ec4d0f241. [Reporting paper]() Recorded evaluation configuration: {"Type":"KG-centric RAG","LLM":"GPT-3.5-Turbo"}. This record does not assert independent reproduction. ### ToG Hits@1: 53.8. Result ID: 6a1e8bc6fbc373592c1873d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"GPT4","Reasoning Category":"Agentic Reasoning"}. This record does not assert independent reproduction. ### ToG Hits@1: 50.2. Result ID: 699688795698665ec4d0f240. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"KG-centric RAG","LLM":"GPT-3.5-Turbo"}. This record does not assert independent reproduction. ### ToG Hits@1: 50.2. Result ID: 6a1e8bc6fbc373592c1873d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"ChatGPT","Reasoning Category":"Agentic Reasoning"}. This record does not assert independent reproduction. ### ToG-R Hits@1: 48.6. Result ID: 6a1e8bc6fbc373592c1873d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"ChatGPT","Reasoning Category":"Agentic Reasoning"}. This record does not assert independent reproduction. ### SC Hits@1: 45.3. Result ID: 699688795698665ec4d0f23f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"LLM-only","LLM":"GPT-3.5-Turbo"}. This record does not assert independent reproduction. ### SC Hits@1: 45.3. Result ID: 6a1e8bc6fbc373592c1873d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"ChatGPT","Reasoning Category":"LLMs Reasoning"}. This record does not assert independent reproduction. ### CoT Hits@1: 42.9. Result ID: 699688795698665ec4d0f23e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"LLM-only","LLM":"GPT-3.5-Turbo"}. This record does not assert independent reproduction. ### CoT Hits@1: 42.9. Result ID: 6a1e8bc6fbc373592c1873d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone LLM":"ChatGPT","Reasoning Category":"LLMs Reasoning"}. This record does not assert independent reproduction. ### IO prompt Hits@1: 42. Result ID: 699688795698665ec4d0f23d. [Reporting paper]() Recorded evaluation configuration: {"Type":"LLM-only","LLM":"GPT-3.5-Turbo"}. This record does not assert independent reproduction. ### IO prompt Hits@1: 42. Result ID: 6a1e8bc6fbc373592c1873d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone LLM":"ChatGPT","Reasoning Category":"LLMs Reasoning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.