WikiSQL
PulseAugur coverage of WikiSQL — every cluster mentioning WikiSQL across labs, papers, and developer communities, ranked by signal.
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Study explores LoRA and quantization trade-offs for small text-to-SQL models
A new study on arXiv investigates the trade-offs between parameter-efficient fine-tuning (PEFT) methods like LoRA and low-bit quantization for text-to-SQL tasks on a small, 60M-parameter model. The research found that L…
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Study finds LoRA rank 16 optimal for text-to-SQL on small models
A study on a 60M-parameter T5-small model explored the trade-offs between LoRA rank, target modules, and quantization for text-to-SQL tasks. The research found that a LoRA rank of 16 could recover significant accuracy w…
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New research tackles Text-to-SQL efficiency, correctness, and vulnerabilities
Researchers are developing new methods to improve the efficiency and reliability of Text-to-SQL systems. One approach, SQuaD-SQL, uses LLM-guided knowledge distillation to enable smaller language models to achieve high …