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This paper proposes a theoretical framework for intelligence as atomic compression and compositional reuse, introducing the Compression Calculus and the Compounding Cascade thesis.
LakeQA is a new benchmark for exploratory question answering over a million-scale data lake, evaluating multi-hop reasoning and compositionality across text, tables, and knowledge graphs.