Single-Hop Knowledge Graph Question Answering on Simple Questions
85.8Hits@1Prior FT SOTA
Evaluation Results
| Method | Links | |
|---|---|---|
| Prior FT SOTAClass=SL, External Knowledge=With external knowledge2024.10 | 85.8 | |
| PoGClass=ICL, LLM=GPT-4, External Knowledge=With external knowledge2024.10 | 84 | |
| PrivGemoType=Proposed, Brain LLM=GPT-3.5-Turbo, Hand LLM=Qwen3-32b2026.01 | 83.8 | |
| PoG-EClass=ICL, LLM=GPT-4, External Knowledge=With external knowledge2024.10 | 81.2 | |
| PoGClass=ICL, LLM=GPT-3.5-Turbo, External Knowledge=With external knowledge2024.10 | 80.8 | |
| Logits-to-LogicBackbone LLM=LLaMA3.1-8b2025.11 | 80.3 | |
| PrivGemoType=Proposed, Brain LLM=DeepSeek-V3, Hand LLM=Qwen3-32b2026.01 | 80.2 | |
| PrivGemoType=Proposed, Brain LLM=GPT-4o-mini, Hand LLM=Qwen3-32b2026.01 | 79.6 | |
| PoG-EClass=ICL, LLM=GPT-3.5-Turbo, External Knowledge=With external knowledge2024.10 | 78.3 | |
| KG-CoTMethod Paradigm=Agentic Reasoning, Backbone LLM=ChatGPT2025.11 | 77.8 | |
| ToG/ToG-RClass=ICL, LLM=GPT-4, External Knowledge=With external knowledge2024.10 | 66.7 | |
| ToGType=KG-centric RAG, LLM=GPT-42026.01 | 66.7 | |
| ToGMethod Paradigm=Agentic Reasoning, Backbone LLM=GPT42025.11 | 66.7 | |
| ToG-RMethod Paradigm=Agentic Reasoning, Backbone LLM=GPT42025.11 | 58.6 | |
| ToG/ToG-RClass=ICL, LLM=GPT-3.5-Turbo, External Knowledge=With external knowledge2024.10 | 53.6 | |
| ToGType=KG-centric RAG, LLM=GPT-3.5-Turbo2026.01 | 53.6 | |
| ToGMethod Paradigm=Agentic Reasoning, Backbone LLM=ChatGPT2025.11 | 53.6 | |
| ToG-RMethod Paradigm=Agentic Reasoning, Backbone LLM=ChatGPT2025.11 | 45.4 | |
| CoTLLM=GPT-3.5-Turbo, External Knowledge=Without external knowledge2024.10 | 20.3 | |
| CoTType=LLM-only, LLM=GPT-3.5-Turbo2026.01 | 20.3 | |
| CoTMethod Paradigm=LLMs Reasoning, Backbone LLM=ChatGPT2025.11 | 20.3 | |
| IO promptLLM=GPT-3.5-Turbo, External Knowledge=Without external knowledge2024.10 | 20 | |
| IO promptType=LLM-only, LLM=GPT-3.5-Turbo2026.01 | 20 | |
| IO promptMethod Paradigm=LLMs Reasoning, Backbone LLM=ChatGPT2025.11 | 20 | |
| SCLLM=GPT-3.5-Turbo, External Knowledge=Without external knowledge2024.10 | 18.9 | |
| SCType=LLM-only, LLM=GPT-3.5-Turbo2026.01 | 18.9 | |
| SCMethod Paradigm=LLMs Reasoning, Backbone LLM=ChatGPT2025.11 | 18.9 |