Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Lexisnexis

Avatar for Marketing OGZ Marketing OGZ PRO
September 17, 2024
38

 Lexisnexis

Avatar for Marketing OGZ

Marketing OGZ PRO

September 17, 2024
Tweet

More Decks by Marketing OGZ

Transcript

  1. 1 Pronged Strategy To Mitigating the Risk of Generative AI

    Hallucinations + Improving Response Quality
  2. 2 Scientific, Technical & Medical Risk & Business Analytics Exhibitions

    Legal Professional Legal & Professional Chief Technology Officer - Nexis® Solutions Snehit Cherian Find Snehit Cherian on LinkedIn Booth #17
  3. 3 The future of work is transforming. • Background •

    Impact of Generative AI • Execution internally and externally “AI won’t replace humans – but humans with AI will replace humans without AI.” — Prof. Karim Lakhani, Harvard Business School
  4. LexisNexis Future of Work Report – 2024 Credibility and Accuracy

    Matter Most 9/10 Ranked quality and accuracy of Gen AI outputs as #1 consideration 96% Say technology is crucial to organizational success >50% Say job satisfaction has improved thanks to generative AI 69% Already use GenAI to assist with daily tasks 86% Want to use GenAI for creative and professional work 72% Anticipate a positive impact • Investigating AI sentiment and adoption • Collaboration with Harvard • Surveyed 500+ professionals globally Download the Report
  5. 5 AI Hallucinations: a major challenge for Generative AI Where

    a GenAI tool gives a plausible but false response which isn’t based on factual data
  6. 6 A Generative AI-powered tool to support corporate research, intelligence

    gathering and business decision-making based on licensed sources
  7. 7 Retrieval Augmented Generation (RAG) Using RAG, to ensure that

    trusted content provides the context to the LLM minimizing hallucinations. Four-Pronged Strategy to Combat AI Hallucinations + Improve Response Quality R A G F R A M E W O R K Understand intent of the query Provide sections as part of the context to generate answer Retrieve potential answers from licensed content
  8. 8 Automated Metrics Automated metrics ensure high-quality, trustworthy results by

    evaluating faithfulness, context utilization, and relevance. Faithfulness Score Context Utilization Answer Relevance Quality of Results = Four-Pronged Strategy to Combat AI Hallucinations + Improve Response Quality
  9. 9 Human in the loop Human oversight ensures that AI-

    generated answers are meaningful, accurate, and free from hallucinations, reinforcing the effectiveness of our automated metrics. Four-Pronged Strategy to Combat AI Hallucinations + Improve Response Quality
  10. 10 Nexis+ AI ensures transparency by linking outputs to licensed

    sources, allowing users to validate information with confidence. No Citations T Y P I C A L G E N A I Potential Hallucinations Black Box AI X X Cited Information Cited Sources Valid Information Nexis+ AI w/ Citations N E X I S + A I Four-Pronged Strategy to Combat AI Hallucinations + Improve Response Quality Citations
  11. 11 Retrieval Augmented Generation (RAG) Automated Metrics Human in the

    loop Citations A Four-Pronged Strategy to Combat AI Hallucinations + Improve Response Quality