#information-extraction News & Analysis

2 articles tagged with #information-extraction. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Mar 117/10

🧠

A Consensus-Driven Multi-LLM Pipeline for Missing-Person Investigations

Researchers have developed Guardian, an AI system using multiple large language models (LLMs) to assist in missing-person investigations during the critical first 72 hours. The system employs a consensus-driven pipeline that coordinates specialized LLM models for information extraction and processing, with fine-tuning using QLoRA methodology.

AIBullisharXiv – CS AI · Apr 206/10

🧠

DiZiNER: Disagreement-guided Instruction Refinement via Pilot Annotation Simulation for Zero-shot Named Entity Recognition

Researchers introduce DiZiNER, a framework that improves zero-shot named entity recognition by simulating human annotation disagreement processes using multiple LLMs. The approach achieves state-of-the-art results on 14 of 18 benchmarks, closing the performance gap between zero-shot and supervised systems by over 11 percentage points.

🧠 GPT-5