Clarity generates benchmarks showing that leading NL2SQL systems degrade significantly under multi-faceted ambiguity and struggle to localize or resolve schema-level issues despite detecting ambiguity.
- The ambiguous term(s) and corresponding true column(s) is given that resolves the ambiguity in the given query
1 Pith paper cite this work. Polarity classification is still indexing.
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CLARITY: A Framework and Benchmark for Conversational Language Ambiguity and Unanswerability in Interactive NL2SQL Systems
Clarity generates benchmarks showing that leading NL2SQL systems degrade significantly under multi-faceted ambiguity and struggle to localize or resolve schema-level issues despite detecting ambiguity.