Clarify, Then Focus: Statement Normalization for Conversation Analytics at Scale

arXiv:2610.10758 · cs.CL, cs.AI, cs.LG · Submitted 2026-10-07 · Read on arXiv

cs.CL, cs.AI, cs.LG

Submitted: 2026-10-07

Updated: 2026-10-07

Terminology

• Ablation — 7× in this paper · explained in 1 episode
• AUC — 6× in this paper · explained in 2 episodes
• Deferral — 6× in this paper · explained in 2 episodes
• Calibration — 5× in this paper · explained in 7 episodes
• Distillation — 5× in this paper · explained in 2 episodes
• Empirical Methods in Natural Language Processing — 4× in this paper
• Accuracy — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Fidelity — 3× in this paper · explained in 2 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Core — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Agent Memory — 1× in this paper · explained in 1 episode
• Amortization — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Zero-Shot Transfer — 1× in this paper · explained in 4 episodes

Sources

• Telegraph English: Semantic Prompt Compression via Structured Symbolic Rewriting
• Context Compression Is Not One Thing: Readable Symbolic Re-expression vs. Coherent Summary at Matched Budget
• FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance
• AttentionRAG: Attention-Guided Context Pruning in Retrieval-Augmented Generation
• DisSim-FinBERT: Text Simplification for Core Message Extraction in Complex Financial Texts
• SimpleMem: Efficient Lifelong Memory for LLM Agents

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