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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

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Showing 1–25 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
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
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
Logic Embeddings for Complex Query AnsweringCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Embedding Logical Queries on Knowledge GraphsCode1
Knowledge Graph Reasoning over Entities and Numerical ValuesCode1
Logical Message Passing Networks with One-hop Inference on Atomic FormulasCode1
Neural-Symbolic Models for Logical Queries on Knowledge GraphsCode1
NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge GraphsCode1
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box EmbeddingsCode1
Query2Particles: Knowledge Graph Reasoning with Particle EmbeddingsCode1
Sequential Query Encoding For Complex Query Answering on Knowledge GraphsCode1
EFO_k-CQA: Towards Knowledge Graph Complex Query Answering beyond Set OperationCode1
Understanding Inter-Session Intentions via Complex Logical ReasoningCode0
Conditional Logical Message Passing Transformer for Complex Query AnsweringCode0
QubitE: Qubit Embedding for Knowledge Graph CompletionCode0
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge GraphsCode0
Inductive Logical Query Answering in Knowledge GraphsCode0
Transformers for Complex Query Answering over Knowledge Hypergraphs—0
Federated Neural Graph Databases—0
Is Complex Query Answering Really Complex?—0
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