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ResearchFormerly WizWand

Multi-Hop Knowledge Graph Question Answering on QALD en 10

70.3Hits@1PrivGemo
40.86848.50956.1563.791Nov 11, 2025Nov 21, 2025Dec 2, 2025Dec 12, 2025Dec 23, 2025Jan 2, 2026Jan 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PrivGemoType=Proposed, Brain LLM=DeepSeek-V3, Hand LLM=Qwen3-32b2026.0170.3
PrivGemoType=Proposed, Brain LLM=GPT-3.5-Turbo, Hand LLM=Qwen3-32b2026.0168.8
PrivGemoType=Proposed, Brain LLM=GPT-4o-mini, Hand LLM=Qwen3-32b2026.0161
Logits-to-LogicBackbone LLM=LLaMA3.1-8b, Reasoning Category=Agentic Reasoning2025.1159.2
ToGType=KG-centric RAG, LLM=GPT-42026.0154.7
ToG-RBackbone LLM=GPT4, Reasoning Category=Agentic Reasoning2025.1154.7
ToG-2Type=KG-centric RAG, LLM=GPT-3.5-Turbo2026.0154.1
ToGBackbone LLM=GPT4, Reasoning Category=Agentic Reasoning2025.1153.8
ToGType=KG-centric RAG, LLM=GPT-3.5-Turbo2026.0150.2
ToGBackbone LLM=ChatGPT, Reasoning Category=Agentic Reasoning2025.1150.2
ToG-RBackbone LLM=ChatGPT, Reasoning Category=Agentic Reasoning2025.1148.6
SCType=LLM-only, LLM=GPT-3.5-Turbo2026.0145.3
SCBackbone LLM=ChatGPT, Reasoning Category=LLMs Reasoning2025.1145.3
CoTType=LLM-only, LLM=GPT-3.5-Turbo2026.0142.9
CoTBackbone LLM=ChatGPT, Reasoning Category=LLMs Reasoning2025.1142.9
IO promptType=LLM-only, LLM=GPT-3.5-Turbo2026.0142
IO promptBackbone LLM=ChatGPT, Reasoning Category=LLMs Reasoning2025.1142