SOMA-SQL resolves multi-source ambiguity in NL-to-SQL using synthetic query logs and ambiguity-driven execution probing, reporting 13% average execution accuracy gains over baselines on six benchmarks.
Enrichindex: Using llms to enrich retrieval indices offline.arXiv preprint arXiv:2504.03598, 2025
4 Pith papers cite this work. Polarity classification is still indexing.
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A survey that categorizes RIR benchmarks by domain and modality, proposes a taxonomy for integrating reasoning into retrieval pipelines, and outlines key challenges.
CAMI frames multi-index construction for semantic retrieval as a budgeted multi-objective portfolio problem and uses agent-guided search plus confidence-aware pruning to find high-recall configurations with reduced evaluation cost.
Expert interviews demonstrate that context in generative AI workplace use collapses or rots over time, limiting tool effectiveness and revealing pitfalls in computational context approaches.
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Context Collapse: Barriers to Adoption for Generative AI in Workplace Settings
Expert interviews demonstrate that context in generative AI workplace use collapses or rots over time, limiting tool effectiveness and revealing pitfalls in computational context approaches.