Attention from an LLM's generation-start position, pooled over schema candidates, yields millisecond-scale, controllable schema-linking scores that beat prior linkers on three benchmarks.
JOLT - SQL : Joint Loss Tuning of Text-to- SQL with Confusion-aware Noisy Schema Sampling
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AttnLink: Turning Attention into Schema Links for Text-to-SQL
Attention from an LLM's generation-start position, pooled over schema candidates, yields millisecond-scale, controllable schema-linking scores that beat prior linkers on three benchmarks.