Question Answering on MetaQA 2-hop
100Hits@1TransferNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TransferNetMethod category=Full graph/Retrieval-based2022.10 | 100 | — | — | — | — | |
| TransferNetType=Embedding2026.02 | 100 | — | — | — | — | |
| PullNet2021.01 | 99.9 | — | — | — | — | |
| NSMTeacher Network=None2021.01 | 99.9 | — | — | — | — | |
| NSM+pTeacher Network=Parallel reasoning2021.01 | 99.9 | — | — | — | — | |
| NSM+hTeacher Network=Hybrid reasoning2021.01 | 99.9 | — | — | — | — | |
| NSMMethod category=Subgraph-based with PRN algorithm2022.10 | 99.9 | — | — | — | — | |
| NSM-distillMethod category=Subgraph-based with PRN algorithm2022.10 | 99.9 | — | — | — | — | |
| REAREVMethod category=Subgraph-based with PRN algorithm2022.10 | 99.9 | — | — | — | — | |
| PullNetMethod category=Full graph/Retrieval-based2022.10 | 99.9 | — | — | — | — | |
| SQALERMethod category=Full graph/Retrieval-based2022.10 | 99.9 | — | — | — | — | |
| SQALER+GNNMethod category=Full graph/Retrieval-based2022.10 | 99.9 | — | — | — | — | |
| PullNetType=Retrieval2026.02 | 99.9 | — | — | — | — | |
| EMBRAGType=LLMs+KGs, Backbone=LLaMA2-Chat-7B2026.02 | 99.1 | — | — | — | — | |
| EmbedKGQA2021.01 | 98.8 | — | — | — | — | |
| EmbedKGQAMethod category=Full graph/Retrieval-based2022.10 | 98.8 | — | — | — | — | |
| EmbedKGQAType=Embedding2026.02 | 98.8 | — | — | — | — | |
| BiNetType=Embedding2026.02 | 98.8 | — | — | — | — | |
| EmQLMethod category=Full graph/Retrieval-based2022.10 | 98.6 | — | — | — | — | |
| SRN2021.01 | 95.1 | — | — | — | — | |
| GraftNet2021.01 | 94.8 | — | — | — | — | |
| GraftNetMethod category=Subgraph-based with PRN algorithm2022.10 | 94.8 | — | — | — | — | |
| GraftNetType=Retrieval2026.02 | 94.8 | — | — | — | — | |
| KV-Mem2021.01 | 82.7 | — | — | — | — | |
| KV-MemMethod category=Full graph/Retrieval-based2022.10 | 82.7 | — | — | — | — | |
| KV-MemType=Embedding2026.02 | 82.7 | — | — | — | — | |
| ChatGPTType=LLMs2026.02 | 45.4 | — | — | — | — | |
| ChatGPT+CoTType=LLMs2026.02 | 35.7 | — | — | — | — | |
| GraftNetreimplemented=true2019.04 | — | 94.8 | 36.2 | 52.6 | 69.5 | |
| GraftNetreimplemented=false2019.04 | — | 89.9 | — | — | — | |
| KV-Memreimplemented=true2019.04 | — | 82.7 | 7 | 41.8 | 48.4 | |
| PullNetreimplemented=false2019.04 | — | 99.9 | 81 | 52.1 | 90.4 |