Knowledge Retrieval on PopQA
67.85F1 ScoreHippoRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text2025.10 | 67.85 | 95.8 | |
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text2025.10 | 67.72 | 96.3 | |
| HippoRAG2KG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text2025.10 | 67.25 | 95.6 | |
| HippoRAGKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text2025.10 | 66.29 | 94.9 | |
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text2025.10 | 66.23 | 95.4 | |
| HippoRAGKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text2025.10 | 66.12 | 94.7 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text2025.10 | 65.93 | 95.6 | |
| HippoRAG2KG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text2025.10 | 65.73 | 96.1 | |
| HippoRAG2KG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text2025.10 | 65.71 | 94.6 | |
| HippoRAG2KG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text2025.10 | 65.48 | 95.3 | |
| HippoRAG2KG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text2025.10 | 65.47 | 94.2 | |
| HippoRAGKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text2025.10 | 65.32 | 95.4 | |
| HippoRAG2KG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text2025.10 | 65.18 | 95.5 | |
| HippoRAGKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text2025.10 | 65.18 | 94 | |
| HippoRAGKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text2025.10 | 64.82 | 92.9 | |
| HippoRAG2KG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text2025.10 | 64.78 | 93.1 | |
| HippoRAGKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text2025.10 | 64.54 | 94.4 | |
| ToG RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 64.21 | — | |
| ToG RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 64.02 | — | |
| HippoRAGKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text2025.10 | 63.57 | 94 | |
| ToG RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 63.54 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 62.85 | — | |
| ToG RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 62.65 | — | |
| ToG RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 62.55 | — | |
| ToG RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 62.48 | — | |
| Subgraph RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 62.23 | — | |
| Subgraph RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 62.05 | — | |
| Subgraph RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 61.42 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 61.4 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 60.94 | — | |
| Subgraph RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 60.9 | — | |
| ToG RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 60.82 | — | |
| Subgraph RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 60.42 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 59.46 | — | |
| Subgraph RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 58.83 | — | |
| Subgraph RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 58.62 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 58.02 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 56.76 | — | |
| Triples RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 55.12 | — | |
| Triples RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 54.99 | — | |
| Triples RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 54.73 | — | |
| Triples RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 54.68 | — | |
| Triples RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 54.65 | — | |
| Triples RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 54.61 | — | |
| Triples RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 54.43 | — |