@misc{lotus,
  title = {Semantic Operators: A Declarative Model for Rich, AI-based Data Processing},
  year = {2024},
  url = {https://arxiv.org/abs/2407.11418},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{uqe,
  title = {UQE: A Query Engine for Unstructured Databases},
  year = {2024},
  url = {https://arxiv.org/abs/2407.09522},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{palimpzest,
  title = {A Declarative System for Optimizing AI Workloads},
  year = {2024},
  url = {https://arxiv.org/abs/2405.14696},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{docetl,
  title = {DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing},
  year = {2024},
  url = {https://arxiv.org/abs/2410.12189},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{suql,
  title = {SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models},
  year = {2023},
  url = {https://arxiv.org/abs/2311.09818},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{sembench,
  title = {SemBench: A Benchmark for Semantic Query Processing Engines},
  year = {2025},
  url = {https://arxiv.org/abs/2511.01716},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{lrobench,
  title = {Large Language Model-Enhanced Relational Operators: Taxonomy, Benchmark, and Analysis},
  year = {2026},
  url = {https://arxiv.org/abs/2603.02537},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{sema,
  title = {Sema: A High-performance System for LLM-based Semantic Query Processing},
  year = {2026},
  url = {https://arxiv.org/abs/2603.11622},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{nousdb,
  title = {NousDB - A Fast Query Engine for Semantic Analytics},
  year = {2026},
  url = {https://arxiv.org/abs/2610.28551},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{jevdb,
  title = {Prune First, Decide Fast: Scalable Semantic Query Processing with JEVDB},
  year = {2026},
  url = {https://arxiv.org/abs/2610.02046},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{semviews,
  title = {Semantic Views: Certified Reuse of LLM Labels Across Semantic Queries},
  year = {2026},
  url = {https://arxiv.org/abs/2610.12768},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{run-to-run-variance,
  title = {Same Query, Different Answer: Run-to-Run Variance in Semantic Query Processing},
  year = {2026},
  url = {https://arxiv.org/abs/2610.13823},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{sembaker,
  title = {From Interpretation to Compilation: A Compilation-Based Execution Engine for Semantic Operator Systems},
  year = {2026},
  url = {https://arxiv.org/abs/2608.06677},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{kalypso,
  title = {Kalypso: Relational LLM Serving},
  year = {2026},
  url = {https://arxiv.org/abs/2607.23815},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{flockmtl,
  title = {Beyond Quacking: Deep Integration of Language Models and RAG into DuckDB},
  year = {2025},
  url = {https://arxiv.org/abs/2504.01157},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{ipdb,
  title = {iPDB -- Optimizing Semantic SQL Queries},
  year = {2026},
  url = {https://arxiv.org/abs/2601.16432},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{plop,
  title = {PLOP: Cost-Based Placement of Semantic Operators in Hybrid Query Plans},
  year = {2026},
  url = {https://arxiv.org/abs/2604.09944},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{relational-llm-optimization,
  title = {Optimizing LLM Queries in Relational Data Analytics Workloads},
  year = {2024},
  url = {https://arxiv.org/abs/2403.05821},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{llm-order-by,
  title = {Access Paths for Efficient Ordering with Large Language Models},
  year = {2025},
  url = {https://arxiv.org/abs/2509.00303},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{larch,
  title = {Larch: Learned Query Optimization for Semantic Predicates},
  year = {2026},
  url = {https://arxiv.org/abs/2606.07923},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{fast-semantic-filtering,
  title = {Fast LLM-Based Semantic Filtering: From a Unified Framework to an Adaptive Two-Phase Method},
  year = {2026},
  url = {https://arxiv.org/abs/2606.08090},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{semjoin,
  title = {SemJoin: Semantic Join Optimization},
  year = {2026},
  url = {https://arxiv.org/abs/2606.29532},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{uda-bench,
  title = {Unstructured Data Analysis using LLMs: A Comprehensive Benchmark},
  year = {2025},
  url = {https://arxiv.org/abs/2510.27119},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{shelob,
  title = {Prune First, Decide Fast: Scalable Semantic Query Processing with JEVDB},
  year = {2026},
  url = {https://arxiv.org/abs/2610.02046},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{spider2-aifunc,
  title = {Spider 2.0-AIFunc: Extending Real-World Text-to-SQL to AI-Native SQL Workflows},
  year = {2026},
  url = {https://arxiv.org/abs/2607.06229},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{vectorsqlbench,
  title = {Text2VectorSQL: Towards a Unified Interface for Vector Search and SQL Queries},
  year = {2025},
  url = {https://arxiv.org/abs/2506.23071},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{hybrid-deep-research,
  title = {Benchmarking Hybrid Deep Research Across Database Querying and Web Search},
  year = {2026},
  url = {https://arxiv.org/abs/2609.09410},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{stochastic-shift,
  title = {The Stochastic Shift: A New Evaluation Paradigm for Text-to-SQL with AI Operators},
  year = {2026},
  url = {https://arxiv.org/abs/2609.21133},
  note = {Publication record checked; SQPE catalog 75e9f8fa2792}
}

@misc{bigquery,
  title = {BigQuery generative AI functions},
  year = {2026},
  url = {https://docs.cloud.google.com/bigquery/docs/generative-ai-overview},
  note = {Documentation checked; SQPE catalog 75e9f8fa2792}
}

@misc{snowflake,
  title = {Snowflake Cortex AI Functions / AISQL},
  year = {2026},
  url = {https://docs.snowflake.com/en/user-guide/snowflake-cortex/aisql},
  note = {Documentation checked; SQPE catalog 75e9f8fa2792}
}

@misc{databricks,
  title = {Databricks ai\_query},
  year = {2026},
  url = {https://docs.databricks.com/aws/en/sql/language-manual/functions/ai\_query},
  note = {Documentation checked; SQPE catalog 75e9f8fa2792}
}

@misc{ref-e4aa4c5754b8,
  title = {Demo of SemWeave: Semantic Common Expressions for LLM-powered Query Processing},
  year = {2026},
  url = {https://doi.org/10.1145/3788853.3801593},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-0dd51ec5b206,
  title = {100x Cost \& Latency Reduction: Performance Analysis of AI Query Approximation using Lightweight Proxy Models},
  year = {2026},
  url = {https://doi.org/10.1145/3802002},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2511-07663,
  title = {Cortex AISQL: A Production SQL Engine for Unstructured Data},
  year = {2025},
  url = {https://arxiv.org/abs/2511.07663},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2602-01701,
  title = {Meta Engine: A Unified Semantic Query Engine on Heterogeneous LLM-Based Query Systems},
  year = {2026},
  url = {https://arxiv.org/abs/2602.01701},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2606-29151,
  title = {CADENZA: Compiling Natural-Language Intent into Task-Specific Operator DAGs for Semantic Query Processing},
  year = {2026},
  url = {https://arxiv.org/abs/2606.29151},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2512-05399,
  title = {Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees},
  year = {2025},
  url = {https://arxiv.org/abs/2512.05399},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-43d0f45c6e32,
  title = {Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees},
  year = {2026},
  url = {https://doi.org/10.1145/3802004},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2603-17223,
  title = {ListK: Semantic ORDER BY and LIMIT K with Listwise Prompting},
  year = {2026},
  url = {https://arxiv.org/abs/2603.17223},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2503-20119,
  title = {Approximating Opaque Top-k Queries},
  year = {2025},
  url = {https://arxiv.org/abs/2503.20119},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2502-18470,
  title = {RankLLM: A Framework for Ranking with Large Language Models},
  year = {2025},
  url = {https://arxiv.org/abs/2502.18470},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2312-02724,
  title = {RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze!},
  year = {2023},
  url = {https://arxiv.org/abs/2312.02724},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2607-00254,
  title = {Query-Centric Optimization of AI Workflows via Approximate Query Processing and Proxy Models},
  year = {2026},
  url = {https://arxiv.org/abs/2607.00254},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2403-14902,
  title = {Aero/Hydro: Adaptive Query Processing of ML Queries},
  year = {2024},
  url = {https://arxiv.org/abs/2403.14902},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-1911-00231,
  title = {Extending Relational Query Processing with ML Inference},
  year = {2020},
  url = {https://arxiv.org/abs/1911.00231},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2312-17355,
  title = {The Duck's Brain: Training and Inference of Neural Networks in Modern Database Engines},
  year = {2023},
  url = {https://arxiv.org/abs/2312.17355},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-a7c381b5e4ce,
  title = {MADlib: The MADlib Analytics Library, or MAD Skills, the SQL},
  year = {2012},
  url = {https://doi.org/10.14778/2367502.2367510},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-3e4a67ac6d74,
  title = {DuckDB: an Embeddable Analytical Database},
  year = {2019},
  url = {https://doi.org/10.1145/3299869.3320212},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-84654a2d3434,
  title = {MonetDB/X100: Hyper-Pipelining Query Execution},
  year = {2005},
  url = {https://www.cidrdb.org/cidr2005/papers/P19.pdf},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-3dff26b27bff,
  title = {BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance},
  year = {2023},
  url = {https://doi.org/10.18653/v1/2023.findings-emnlp.896},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2510-08489,
  title = {Implementing Semantic Join Operators Efficiently},
  year = {2025},
  url = {https://arxiv.org/abs/2510.08489},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2505-14661,
  title = {Abacus: A Cost-Based Optimizer for Semantic Operator Systems},
  year = {2025},
  url = {https://arxiv.org/abs/2505.14661},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2507-06515,
  title = {Quest: Query Optimization in Unstructured Document Analysis},
  year = {2025},
  url = {https://arxiv.org/abs/2507.06515},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2509-12610,
  title = {ScaleDoc: Scaling LLM-based Predicates over Large Document Collections},
  year = {2025},
  url = {https://arxiv.org/abs/2509.12610},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2603-04799,
  title = {Beyond Linear LLM Invocation: An Efficient and Effective Semantic Filter Paradigm},
  year = {2026},
  url = {https://arxiv.org/abs/2603.04799},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-21402d1d1aea,
  title = {Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees},
  year = {2025},
  url = {https://arxiv.org/abs/2509.02896},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-92c7cd3291ab,
  title = {KEN: An Execution Engine for Unstructured Database Systems},
  year = {2026},
  url = {https://www.vldb.org/pvldb/vol19/p902-kossmann.pdf},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2508-05012,
  title = {Making Prompts First-Class Citizens for Adaptive LLM Pipelines},
  year = {2025},
  url = {https://arxiv.org/abs/2508.05012},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2604-00660,
  title = {Streaming Model Cascades for Semantic SQL},
  year = {2026},
  url = {https://arxiv.org/abs/2604.00660},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2402-17882,
  title = {BlendSQL: A Scalable Dialect for Unifying Hybrid Question Answering in Relational Algebra},
  year = {2024},
  url = {https://arxiv.org/abs/2402.17882},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2408-00884,
  title = {Hybrid Querying Over Relational Databases and Large Language Models},
  year = {2024},
  url = {https://arxiv.org/abs/2408.00884},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-efdd20df7d0b,
  title = {Logical and Physical Optimizations for SQL Query Execution over Large Language Models},
  year = {2025},
  url = {https://doi.org/10.1145/3725411},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-d845a48dcc81,
  title = {ThalamusDB: Approximate Query Processing on Multi-Modal Data},
  year = {2024},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-c1f091aed610,
  title = {Approximate Selection with Guarantees using Proxies},
  year = {2020},
  url = {https://www.vldb.org/pvldb/vol13/p1990-kang.pdf},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-120601be24c4,
  title = {Accelerating Approximate Aggregation Queries with Expensive Predicates},
  year = {2021},
  url = {https://www.vldb.org/pvldb/vol14/p2341-kang.pdf},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-c6cf5f1702f9,
  title = {Accelerating Machine Learning Inference with Probabilistic Predicates},
  year = {2018},
  url = {https://doi.org/10.1145/3183713.3183751},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-564f2022e48d,
  title = {Wander Join: Online Aggregation for Joins},
  year = {2016},
  url = {https://doi.org/10.1145/2882903.2915235},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-37c0c1fa8efa,
  title = {Eddies: Continuously Adaptive Query Processing},
  year = {2000},
  url = {https://doi.org/10.1145/342009.335420},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-f7ee7814e14e,
  title = {BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics},
  year = {2019},
  url = {https://www.vldb.org/pvldb/vol12/p1199-kang.pdf},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-8891df20ddbe,
  title = {NoScope: Optimizing Neural Network Queries over Video at Scale},
  year = {2017},
  url = {https://www.vldb.org/pvldb/vol10/p1586-kang.pdf},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2409-00847,
  title = {The Design of an LLM-powered Unstructured Analytics System (Aryn/Sycamore)},
  year = {2025},
  url = {https://arxiv.org/abs/2409.00847},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-f9e3f7194e66,
  title = {Apache DataFusion: A Fast, Extensible Query Engine for Building High-Quality Data-Centric Systems},
  url = {https://doi.org/10.1145/3626246.3653368},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2609-19491,
  title = {Efficiently Linking Unstructured Data for Multi-step Reasoning},
  year = {2026},
  url = {https://arxiv.org/abs/2609.19491},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2609-09002,
  title = {Factorized and Vectorized Execution: Optimizing Analytical and Semantic Queries over Relations},
  year = {2026},
  url = {https://arxiv.org/abs/2609.09002},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2309-06180,
  title = {vLLM: Efficient Memory Management for Large Language Model Serving with PagedAttention},
  year = {2023},
  url = {https://arxiv.org/abs/2309.06180},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2312-07104,
  title = {SGLang: Efficient Execution of Structured Language Model Programs},
  year = {2024},
  url = {https://arxiv.org/abs/2312.07104},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-76210079970f,
  title = {Orca: A Distributed Serving System for Transformer-Based Generative Models},
  year = {2022},
  url = {https://www.usenix.org/conference/osdi22/presentation/yu},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-bf0630162d5d,
  title = {Sarathi-Serve: Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve},
  year = {2024},
  url = {https://www.usenix.org/conference/osdi24/presentation/agrawal},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-d08d91468182,
  title = {DistServe: Disaggregating Prefill and Decoding for Goodput-Optimized Large Language Model Serving},
  year = {2024},
  url = {https://www.usenix.org/conference/osdi24/presentation/zhong-yinmin},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-4a9db4de3b2b,
  title = {Llumnix: Dynamic Scheduling for Large Language Model Serving},
  year = {2024},
  url = {https://www.usenix.org/conference/osdi24/presentation/sun-biao},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-c2e55193e68a,
  title = {Prompt Cache: Modular Attention Reuse for Low-Latency Inference},
  year = {2024},
  url = {https://proceedings.mlsys.org/paper\_files/paper/2024/hash/42a9f67b9afc73c7c9a128e5a0d1e4e4-Abstract-Conference.html},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2512-03389,
  title = {Continuous Prompts: LLM-Augmented Pipeline Processing over Unstructured Streams},
  year = {2025},
  url = {https://arxiv.org/abs/2512.03389},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2602-05134,
  title = {SemPipes: Optimizable Semantic Data Operators for Tabular Machine Learning Pipelines},
  year = {2026},
  url = {https://arxiv.org/abs/2602.05134},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2601-05536,
  title = {Task Cascades for Efficient Unstructured Data Processing},
  year = {2026},
  url = {https://arxiv.org/abs/2601.05536},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2509-02751,
  title = {Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics},
  year = {2025},
  url = {https://arxiv.org/abs/2509.02751},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2408-14717,
  title = {Text2SQL is Not Enough: Unifying AI and Databases with TAG},
  year = {2024},
  url = {https://arxiv.org/abs/2408.14717},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2307-07306,
  title = {C3: Zero-shot Text-to-SQL with ChatGPT},
  year = {2023},
  url = {https://arxiv.org/abs/2307.07306},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-c289f402557f,
  title = {In-depth Analysis of LLM-Based Schema Linking},
  year = {2026},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2205-09911,
  title = {Can Foundation Models Wrangle Your Data?},
  year = {2022},
  url = {https://arxiv.org/abs/2205.09911},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-547df79ea94f,
  title = {Booster: Leveraging Large Language Models for Enhancing Entity Resolution},
  year = {2024},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-58178413b245,
  title = {Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching},
  year = {2025},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-eded7ed7ba25,
  title = {Entity Matching Using Large Language Models},
  year = {2025},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-c2f9278dc837,
  title = {Fine-Tuning Large Language Models for Entity Matching},
  year = {2025},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-59c3b3b8d8eb,
  title = {UniDM: A Unified Framework for Data Manipulation with Large Language Models},
  year = {2024},
  url = {https://proceedings.mlsys.org},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-69a564882375,
  title = {LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation},
  year = {2025},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-951a1d42efbc,
  title = {Large Language Models as Data Preprocessors},
  year = {2024},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-27a51549dee0,
  title = {LLMs with User-Defined Prompts as Generic Data Operators for Reliable Data Processing / LLM-GDO},
  year = {2023},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-612428ef67d8,
  title = {Relationalizing Tables with Large Language Models: The Promise and Challenges},
  year = {2024},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-53b225c975c0,
  title = {Table-GPT: Table Fine-Tuned GPT for Diverse Table Tasks},
  year = {2024},
  url = {https://doi.org/10.1145/3654930},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-c31673a03164,
  title = {SANTOS: Relationship-Based Semantic Table Union Search},
  year = {2023},
  url = {https://doi.org/10.1145/3588900},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-7ef6e5010ea6,
  title = {NextiaJD: Towards Scalable Data Discovery},
  year = {2021},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-ed864a72efea,
  title = {The Magellan Data Repository},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2409-02038,
  title = {BEAVER: An Enterprise Benchmark for Text-to-SQL},
  year = {2024},
  url = {https://arxiv.org/abs/2409.02038},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2504-04808,
  title = {ELT-Bench: An End-to-End Benchmark for Evaluating AI Agents on ELT Pipelines},
  year = {2025},
  url = {https://arxiv.org/abs/2504.04808},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-6da435766c04,
  title = {CAESURA: Language Models as Multi-Modal Query Planners},
  year = {2024},
  url = {https://www.cidrdb.org},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2411-07763,
  title = {Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows},
  year = {2024},
  url = {https://arxiv.org/abs/2411.07763},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2305-03111,
  title = {BIRD: A Big Bench for Large-Scale Database Grounded Text-to-SQLs},
  year = {2023},
  url = {https://arxiv.org/abs/2305.03111},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2106-11455,
  title = {KaggleDBQA: Realistic Evaluation of Text-to-SQL Parsers},
  year = {2021},
  url = {https://arxiv.org/abs/2106.11455},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2010-11246,
  title = {SQUALL: On the Potential of Lexico-Logical Alignments for Semantic Parsing to SQL Queries},
  year = {2020},
  url = {https://arxiv.org/abs/2010.11246},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2509-24405,
  title = {Multilingual Text-to-SQL: Benchmarking the Limits of Language Models with Collaborative Language Agents},
  year = {2025},
  url = {https://arxiv.org/abs/2509.24405},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2510-07309,
  title = {Agent Bain vs. Agent McKinsey: A New Text-to-SQL Benchmark for the Business Domain / CORGI},
  year = {2026},
  url = {https://arxiv.org/abs/2510.07309},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2511-17190,
  title = {AutoLink: Autonomous Schema Exploration and Expansion for Scalable Schema Linking in Text-to-SQL at Scale},
  year = {2025},
  url = {https://arxiv.org/abs/2511.17190},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2502-00675,
  title = {ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Consensus Enforcement, and Column Exploration},
  year = {2025},
  url = {https://arxiv.org/abs/2502.00675},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2511-21402,
  title = {Text-to-SQL as Dual-State Reasoning / DSR-SQL},
  year = {2025},
  url = {https://arxiv.org/abs/2511.21402},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2602-16720,
  title = {APEX-SQL: Talking to the Data via Agentic Exploration for Text-to-SQL},
  year = {2026},
  url = {https://arxiv.org/abs/2602.16720},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2408-04667,
  title = {Non-determinism of "Deterministic" LLM Settings},
  year = {2025},
  url = {https://arxiv.org/abs/2408.04667},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2210-02875,
  title = {Binding Language Models in Symbolic Languages},
  year = {2022},
  url = {https://arxiv.org/abs/2210.02875},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2312-13264,
  title = {dIR: Discrete Information Retrieval},
  year = {2023},
  url = {https://arxiv.org/abs/2312.13264},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2304-09433,
  title = {Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes},
  year = {2023},
  url = {https://arxiv.org/abs/2304.09433},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{arxiv-2406-15652,
  title = {GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables},
  year = {2024},
  url = {https://arxiv.org/abs/2406.15652},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-ce691ea1515b,
  title = {BigQuery ML introduction},
  url = {https://cloud.google.com/bigquery/docs/bqml-introduction},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-a47102efd896,
  title = {BigQuery ML remote model tutorial},
  url = {https://cloud.google.com/bigquery/docs/bigquery-ml-remote-model-tutorial},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-abfac6694c64,
  title = {BigQuery ML.GENERATE\_TEXT syntax},
  url = {https://cloud.google.com/bigquery/docs/reference/standard-sql/bigqueryml-syntax-generate-text},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-36e29794fe13,
  title = {BigQuery object tables},
  url = {https://cloud.google.com/bigquery/docs/object-tables},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-9d75e5a018b5,
  title = {BigQuery vector search},
  url = {https://cloud.google.com/bigquery/docs/vector-search},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-4528e197ce17,
  title = {Snowflake Cortex},
  url = {https://docs.snowflake.com/en/user-guide/snowflake-cortex},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-1710a231cd52,
  title = {Snowflake Cortex LLM functions},
  url = {https://docs.snowflake.com/en/user-guide/snowflake-cortex/llm-functions},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-65d68b74aa07,
  title = {Snowflake Cortex Search},
  url = {https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-search/cortex-search-overview},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-201f6dcd0dc2,
  title = {Snowflake AI\_FUNCTION\_EVALUATION},
  url = {https://docs.snowflake.com/en/sql-reference/functions/ai\_function\_evaluation},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-d6b532935920,
  title = {Snowflake AI\_FUNCTION\_OPTIMIZATION},
  url = {https://docs.snowflake.com/en/sql-reference/functions/ai\_function\_optimization},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-b01de60e31ab,
  title = {Databricks Mosaic AI Model Serving},
  url = {https://docs.databricks.com/aws/en/machine-learning/model-serving},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}

@misc{ref-5c1373c4af9c,
  title = {Databricks Vector Search},
  url = {https://docs.databricks.com/aws/en/generative-ai/vector-search},
  note = {Metadata pending verification; SQPE catalog 75e9f8fa2792}
}