REALMS: An AI-Assistant Conversational System for Real-Time Exact Audience Sizing over High-Dimensional Nested Profiles

arXiv:2609.30547 · cs.CL, cs.IR · Submitted 2026-09-24 · Read on arXiv

cs.CL, cs.IR

Submitted: 2026-09-24

Updated: 2026-09-24

Terminology

• Aggregation — 14× in this paper · explained in 1 episode
• Accuracy — 13× in this paper · explained in 1 episode
• RAG — 7× in this paper · explained in 3 episodes
• Grounding — 6× in this paper · explained in 3 episodes
• Text-to-SQL — 6× in this paper · explained in 3 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• In-Context Learning — 4× in this paper · explained in 4 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Ablation study — 3× in this paper · explained in 1 episode
• Fine-Tuning — 3× in this paper · explained in 5 episodes
• Hallucination — 3× in this paper · explained in 3 episodes
• Knowledge Graph — 3× in this paper · explained in 7 episodes
• Query Complexity — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Predictive Modeling — 2× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Iterative Refinement — 1× in this paper · explained in 3 episodes
• Personalization — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Semantic Understanding — 1× in this paper · explained in 2 episodes

Sources

• SiriusBI: A Comprehensive LLM-Powered Solution for Data Analytics in Business Intelligence
• Evaluating the Text-to-SQL Capabilities of Large Language Models
• ReMatch: Retrieval Enhanced Schema Matching with LLMs
• Conversational Information Seeking
• Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning

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