NS3 approximates joint ranking for EFO_k queries on KGs by merging free variables into hypernodes, pruning domains with dynamic budget B, and reducing to EFO_{k-1} queries, improving joint performance on three datasets while releasing a k=3 joint-ranking benchmark.
RConE: Rough Cone Embedding for Multi-Hop Logical Query Answering on Multi-Modal Knowledge Graphs
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A literature survey that introduces a taxonomy for LLM reasoning paradigms, analyzes methodological trends, and synthesizes failure modes from over 300 papers.
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Neural Scalable Symbolic Search Framework for Complex Logical Queries with Multiple Free Variables
NS3 approximates joint ranking for EFO_k queries on KGs by merging free variables into hypernodes, pruning domains with dynamic budget B, and reducing to EFO_{k-1} queries, improving joint performance on three datasets while releasing a k=3 joint-ranking benchmark.