2 papers
cs.CL2026
SMADE-IE: Sparse Multi-Agent Framework with Evidence-Driven Debate for Zero-Shot Information Extraction
Kenfeng Huang, Yi Cai, Xin Wu +2
Zero-shot information extraction (IE) with large language models (LLMs) has attracted increasing attention due to its flexibility in adapting to new schemas and domains without tas…
cs.CL2026
QO-Bench: Diagnosing Query-Operator-Preserving Retrieval over Typed Event Tuples
Mengao Zhang, Xiang Yang, Chang Liu +2
Many real-world questions over business, legal, and scientific corpora are natural-language versions of database-style queries over records latent in text. Existing retrieval-augme…