How to Advance LLM Models Beyond Hallucination to Non-Trivial Real World Applications: . . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7077690553240338432

How to Advance LLM Models Beyond Hallucination to Non-Trivial Real World Applications: Beyond Large Language Models-LLM Hallucinations: Our AI R&D enabling global R&D communities advance LLMs: https://lnkd.in/ggJ5Z9AC:

AWS-Quantum Valley Building Quantum Minds For Quantum Uncertainty
• AI Automation -> AI Augmentation-Model Risk Management
• AI Cyber Controls -> Counter-Adversarial Command-Control
• Data Management -> Quantum Uncertainty-Complexity
• Data-Driven Architectures -> Event-Driven Architectures

• #AI #Automation -> #AI #Augmentation-#ModelRiskManagement
#Adversarial #AI-#Cyber-#Attacks #Models #RiskManagement
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• #AI #Cyber #Controls -> #Counter-#Adversarial #Command-#Control
The Joint Staff #Pentagon #ABMS-#JADC2-> #ABMS2-#JADAC2-#JADCAC2
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• #Data #Management -> #Quantum #Uncertainty-#Complexity
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• #DataDriven #Architectures -> #Event #Driven #Architectures
#AI #ML #MLOps #AIOps #GAI #LLM #LLMOps #ChatGPT #OpenAI
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“Hallucinations are one of the biggest challenges in running LLM-based applications as they can significantly undermine the #trustworthiness of your #application.”- Thomas Stadelmann, deepset: Superb Q&A #Dialog [‘context’ in Comments*] by Parixit Naik:

Excellent insights from deepset team: fascinating Q&A on where much needed critical progress for such models in handling the most critical #dynamic #adversarial #uncertainty #AI issues is needed*.

Listed below are our AI R&D contributions enabling global R&D communities advancing LLMs: https://lnkd.in/eR37Y89U .

LLMs In Search of #Meaning: #Models-#Algorithms-#Data: #MAD :
#ArtificialIntelligence #GenAI Beyond #ChatGPT #NLP #NLU #LLM-s
#LargeLanguageModel #Hallucination #Retrieval #Augmented #Generative #RAG #QA #Cyber-#Finance-#Trust #Dynamic #Adversarial #Uncertainty #QuantumUncertainty#QuantumMinds#AWS #QuantumValley

#Foundational #Papers:
#AI https://lnkd.in/eetCEAz
#KM https://lnkd.in/dZUt-EG

#Building
#QuantumMinds 4 #QuantumUncertainty
2023: Latest Conference Presentation: https://lnkd.in/gYCJv_tD
2023: Latest Journal Paper: https://lnkd.in/gBVxc62j

MIT Computer Science and Artificial Intelligence Laboratory (CSAIL)
MIT Sloan School of Management
#MIT #Computer #Science & #AI #Lab #Faculty-#SME #AI Guide:
https://lnkd.in/eknKzm5

Princeton University – Princeton Bendheim Center for Finance – Operations Research & Financial Engineering Department, Princeton University
#Princeton #Presentations: #Model #RiskManagement #ModelRiskArbitrage
https://lnkd.in/gcp_yHe : ModelRiskArbitrage.com:

Global Risk Management Network LLC: Silicon Valley-Wall Street-Pentagon Networks: AWS-Quantum Valley

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Learn how to detect hallucinations in retrieval-augmented generative (RAG) QA applications.
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Global Post AI-Quantum Finance & Trading Networks Pioneer Dr.-Eng.-Prof. Yogesh Malhotra is the “Singular Post AI-Quantum Pioneer” identified by Grok AI with R&D impact recognized among Artificial Intelligence (AI) and Quantitative Finance Nobel Laureates. As MIT-Princeton AI-ML-Cyber-Crypto-Quantum Finance & Trading and FinTech-Crypto Faculty-Industry Expert, and U.S. and Global Hedge Funds Advisory & Venture Capital CEO-CTO Teams Mentor, he has pioneered Silicon Valley-Wall Street-Pentagon Digital CEO-CTO Practices, Technologies, and Networks from world’s first-foremost-largest Global Digital Transformation Networks to New York State IDEA Award recognized Pentagon-USAF MVP Global Post AI-Quantum Networks pioneering Future of Finance and Trading practices as Trillion-Dollar Wall Street Hedge Funds and Investment Banks leader.