Knowledge Retrieval on 2WikiMultihopQA
56.46F1 ScoreHippoRAG2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text2025.10 | 56.46 | 78.66 | |
| HippoRAG2KG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text2025.10 | 53.93 | 75.89 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph-based Text2025.10 | 53.6 | 76.16 | |
| HippoRAG2KG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text2025.10 | 53.21 | 76 | |
| HippoRAG2KG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text2025.10 | 52.8 | 76.42 | |
| HippoRAGKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph-based Text2025.10 | 52.7 | 73.12 | |
| HippoRAG2KG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text2025.10 | 52.23 | 75.17 | |
| HippoRAGKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text2025.10 | 51.94 | 72.67 | |
| HippoRAG2KG Constructor=Qwen3-235B, Retrieval Paradigm=Graph-based Text2025.10 | 51.76 | 74.37 | |
| HippoRAG2KG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text2025.10 | 51.73 | 74.37 | |
| HippoRAGKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph-based Text2025.10 | 51.69 | 74.02 | |
| HippoRAGKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph-based Text2025.10 | 51.55 | 72.19 | |
| ToG RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 50.98 | — | |
| HippoRAGKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph-based Text2025.10 | 50.68 | 73.06 | |
| ToG RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 50.42 | — | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 50.2 | — | |
| ToG RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 50.19 | — | |
| ToG RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 49.68 | — | |
| HippoRAGKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph-based Text2025.10 | 49.59 | 72.69 | |
| ToG RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 49.55 | — | |
| HippoRAG2KG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text2025.10 | 49.49 | 69.49 | |
| HippoRAG2KG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text2025.10 | 49.44 | 69.77 | |
| ToG RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 49.33 | — | |
| ToG RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 49.11 | — | |
| ToG RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 48.43 | — | |
| HippoRAGKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph-based Text2025.10 | 47.79 | 68.57 | |
| HippoRAGKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph-based Text2025.10 | 47.59 | 69.92 | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 37.43 | — | |
| Subgraph RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 36.17 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 36.09 | — | |
| Triples RetrieverKG Constructor=AutoGraph-R1 (Qwen-7B), Retrieval Paradigm=Graph Knowledge2025.10 | 36.04 | — | |
| Subgraph RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 35.59 | — | |
| Subgraph RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 35.21 | — | |
| Subgraph RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 34.96 | — | |
| Subgraph RetrieverKG Constructor=AutoGraph-R1 (Qwen-3B), Retrieval Paradigm=Graph Knowledge2025.10 | 34.71 | — | |
| Subgraph RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 34.56 | — | |
| Subgraph RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 33.35 | — | |
| Triples RetrieverKG Constructor=gemini-2.5-flash-lite, Retrieval Paradigm=Graph Knowledge2025.10 | 33.02 | — | |
| Triples RetrieverKG Constructor=Qwen3-235B, Retrieval Paradigm=Graph Knowledge2025.10 | 32.81 | — | |
| Subgraph RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 32.78 | — | |
| Triples RetrieverKG Constructor=DeepSeek-V3, Retrieval Paradigm=Graph Knowledge2025.10 | 32.67 | — | |
| Triples RetrieverKG Constructor=Qwen2.5-72B-Instruct, Retrieval Paradigm=Graph Knowledge2025.10 | 32.47 | — | |
| Triples RetrieverKG Constructor=Llama-3.3-70B, Retrieval Paradigm=Graph Knowledge2025.10 | 31.84 | — | |
| Triples RetrieverKG Constructor=GPT-5-mini, Retrieval Paradigm=Graph Knowledge2025.10 | 29.66 | — | |
| Triples RetrieverKG Constructor=gpt-oss-120b, Retrieval Paradigm=Graph Knowledge2025.10 | 29.66 | — |