2 citations · 5 across the 16 of their papers we have counts for
4 papers · 1 filter
ScalableRAG: High-Quality RAG with Exact Corpus Operations at Minimal Ingestion Cost
Hilaf Hasson, Aditya Chakravarty, Jayant Thomas +1
RAG systems face a capability-cost gap: lightweight retrievers locate evidence but expose no operands for exact corpus-level operations (counts, intersections, aggregations), while…
Executable Schema Contracts: From Automatic Ingestion to Multi-Source Retrieval
Padmaja Jonnalagedda, Yuguang Yao, Xiang Gao +2
Real-world data spans tables, documents, and semi-structured files with implicit semantics. Querying this data requires integrating evidence across inconsistent schemas and formats…
Uncertainty-aware Causal Decision Making via Effect Bound Decomposition
Md Musfiqur Rahman, Ziwei Jiang, Hilaf Hasson +1
Causal inference from observational data can provide strong evidence for finding the best action in a decision-making scenario without having to perform expensive randomized trials…
RIMRULE: Improving Tool-Using Language Agents via MDL-Guided Rule Learning
Xiang Gao, Yuguang Yao, Qi Zhang +5
Large language models (LLMs) often struggle to use tools reliably in domain-specific settings, where APIs may be idiosyncratic, under-documented, or tailored to private workflows.…