cs.AI updates on arXiv.org 09月03日
SABER:语义代数与混合数据处理的创新
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本文提出一种名为SABER的语义代数,旨在解决现有语义数据处理系统缺乏统一代数基础的问题,通过SQL兼容语法支持混合结构化/非结构化数据处理,提升语义操作逻辑计划构建、优化和正确性保证。

arXiv:2509.00277v1 Announce Type: cross Abstract: The emergence of large-language models (LLMs) has enabled a new class of semantic data processing systems (SDPSs) to support declarative queries against unstructured documents. Existing SDPSs are, however, lacking a unified algebraic foundation, making their queries difficult to compose, reason, and optimize. We propose a new semantic algebra, SABER (Semantic Algebra Based on Extended Relational algebra), opening the possibility of semantic operations' logical plan construction, optimization, and formal correctness guarantees. We further propose to implement SABER in a SQL-compatible syntax so that it natively supports mixed structured/unstructured data processing. With SABER, we showcase the feasibility of providing a unified interface for existing SDPSs so that it can effectively mix and match any semantically-compatible operator implementation from any SDPS, greatly enhancing SABER's applicability for community contributions.

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语义代数 SABER 混合数据处理 语义数据 SQL语法
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