Open-Domain Question Answering on WebQuestions
84.6Hits@1PoG
Evaluation results
| Method | Links | |
|---|---|---|
| PoGClass=ICL, LLM=GPT-4, External Knowledge=With external knowledge2024.10 | 84.6 | |
| PoG-EClass=ICL, LLM=GPT-4, External Knowledge=With external knowledge2024.10 | 82 | |
| PoGClass=ICL, LLM=GPT-3.5-Turbo, External Knowledge=With external knowledge2024.10 | 81.8 | |
| PoG-EClass=ICL, LLM=GPT-3.5-Turbo, External Knowledge=With external knowledge2024.10 | 76.9 | |
| PrivGemoType=Proposed, Brain LLM=DeepSeek-V3, Hand LLM=Qwen3-32b2026.01 | 74.3 | |
| PrivGemoType=Proposed, Brain LLM=GPT-3.5-Turbo, Hand LLM=Qwen3-32b2026.01 | 69 | |
| ARoGType=Privacy-aware KGQA, LLM=GPT-4o-mini2026.01 | 67 | |
| PrivGemoType=Proposed, Brain LLM=GPT-4o-mini, Hand LLM=Qwen3-32b2026.01 | 67 | |
| ToG/ToG-RClass=ICL, LLM=GPT-4, External Knowledge=With external knowledge2024.10 | 57.9 | |
| ToGType=KG-centric RAG, LLM=GPT-42026.01 | 57.9 | |
| Prior FT SOTAClass=SL, External Knowledge=With external knowledge2024.10 | 56.3 | |
| ToG/ToG-RClass=ICL, LLM=GPT-3.5-Turbo, External Knowledge=With external knowledge2024.10 | 54.5 | |
| ToGType=KG-centric RAG, LLM=GPT-3.5-Turbo2026.01 | 54.5 | |
| SCLLM=GPT-3.5-Turbo, External Knowledge=Without external knowledge2024.10 | 50.3 | |
| SCType=LLM-only, LLM=GPT-3.5-Turbo2026.01 | 50.3 | |
| IO promptLLM=GPT-3.5-Turbo, External Knowledge=Without external knowledge2024.10 | 48.7 | |
| IO promptType=LLM-only, LLM=GPT-3.5-Turbo2026.01 | 48.7 | |
| CoTLLM=GPT-3.5-Turbo, External Knowledge=Without external knowledge2024.10 | 48.5 | |
| CoTType=LLM-only, LLM=GPT-3.5-Turbo2026.01 | 48.5 |