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Complex Query Answering

This task is concerned with answering complex queries over incomplete knowledge graphs. In the most simple case, the task is reduced to link prediction: a 1-hop query for predicting the existence of an edge between a pair of nodes. Complex queries are concerned with other structures between nodes, such as 2-hop and 3-paths, and intersecting paths with intermediate variables.

Papers

Showing 110 of 33 papers

TitleStatusHype
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGICode5
A Foundation Model for Zero-shot Logical Query ReasoningCode4
Knowledge Graph Reasoning over Entities and Numerical ValuesCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Complex Query Answering with Neural Link PredictorsCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
Embedding Logical Queries on Knowledge GraphsCode1
Logical Message Passing Networks with One-hop Inference on Atomic FormulasCode1
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