Knowledge Retrieval on HotpotQA
58.98F1 ScoreHippoRAG2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text2025.10 | 58.98 | 73.61 | |
| HippoRAG2KG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text2025.10 | 57.34 | 70.42 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text2025.10 | 57.19 | 71.4 | |
| HippoRAG2KG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text2025.10 | 56.29 | 70.71 | |
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text2025.10 | 56.28 | 71.21 | |
| HippoRAGKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text2025.10 | 56.14 | 60 | |
| HippoRAG2KG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text2025.10 | 55.85 | 69.28 | |
| HippoRAGKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text2025.10 | 55.39 | 66.88 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text2025.10 | 55.39 | 68.82 | |
| HippoRAGKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text2025.10 | 55.07 | 68.02 | |
| HippoRAG2KG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text2025.10 | 54.89 | 69.68 | |
| HippoRAG2KG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text2025.10 | 54.81 | 68.52 | |
| HippoRAG2KG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text2025.10 | 54.55 | 68.93 | |
| HippoRAG2KG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text2025.10 | 54.53 | 66.51 | |
| HippoRAGKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text2025.10 | 54.33 | 68.3 | |
| HippoRAGKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text2025.10 | 54.22 | 68.6 | |
| HippoRAGKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text2025.10 | 53.98 | 67.92 | |
| HippoRAGKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text2025.10 | 53.11 | 65.61 | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 48.28 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 46.94 | — | |
| ToG RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 45.54 | — | |
| ToG RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 45.45 | — | |
| ToG RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 45.35 | — | |
| Triples RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 44.84 | — | |
| ToG RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 44.72 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 44.68 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 44.56 | — | |
| ToG RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 44.14 | — | |
| Triples RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 44.1 | — | |
| Triples RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 44.02 | — | |
| Triples RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 44 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 43.59 | — | |
| ToG RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 43.52 | — | |
| Triples RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 43.07 | — | |
| Triples RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 42.91 | — | |
| ToG RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 42.69 | — | |
| Subgraph RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 42.57 | — | |
| Subgraph RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 42.36 | — | |
| Subgraph RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 41.81 | — | |
| Triples RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 41.67 | — | |
| Subgraph RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 41.49 | — | |
| Subgraph RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 41.25 | — | |
| Subgraph RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 40.95 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 40.77 | — | |
| Subgraph RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 40.6 | — |