Knowledge Retrieval on NQ (F1, R@5)
40.06F1 ScoreHippoRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HippoRAGKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 40.06 | 94.4 | |
| HippoRAGKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.82 | 93.9 | |
| HippoRAGKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.73 | 94.6 | |
| HippoRAG2KG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.73 | 94.1 | |
| HippoRAG2KG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.68 | 94.3 | |
| HippoRAGKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.56 | 93.9 | |
| HippoRAGKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.52 | 93.7 | |
| HippoRAG2KG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.45 | 93.6 | |
| HippoRAGKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.29 | 94.3 | |
| HippoRAG2KG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.29 | 94.5 | |
| HippoRAG2KG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.29 | 95.1 | |
| HippoRAGKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.28 | 93.8 | |
| HippoRAG2KG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 39.2 | 94.2 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 38.8 | 94.3 | |
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 38.68 | 95 | |
| HippoRAG2KG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 38.45 | 93.7 | |
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 38.45 | 94 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text, Zero-shot=true2025.10 | 38.28 | 93 | |
| Triples RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 34.62 | — | |
| Triples RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 34.23 | — | |
| Triples RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 34.12 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 33.98 | — | |
| Triples RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 33.89 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 33.67 | — | |
| Triples RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 33.52 | — | |
| Triples RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 32.95 | — | |
| Triples RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 32.95 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 29.36 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 29.27 | — | |
| ToG RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 28.73 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 28.54 | — | |
| ToG RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 28.29 | — | |
| ToG RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 28.2 | — | |
| Subgraph RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 28.12 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 28.03 | — | |
| Subgraph RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 27.81 | — | |
| ToG RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 27.68 | — | |
| Subgraph RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 27.62 | — | |
| Subgraph RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 27.2 | — | |
| Subgraph RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 27.09 | — | |
| Subgraph RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 26.92 | — | |
| Subgraph RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 26.9 | — | |
| ToG RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 26.31 | — | |
| ToG RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 26 | — | |
| ToG RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge, Zero-shot=true2025.10 | 25.9 | — |