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With new research underlining just how intrinsic the problem of "Hallucination" really is, the entire concept of commercial/consumer AI chatbots is called into question.
From inception, to training, and final execution, these Language Models are designed to give false answers, (in favor of no answer) because abstention is penalized. What percentage of their answers are false is hotly debated, but if the wider public truly understood how unreliable and faulty they really are, the number of users would crater.
Being told "I don't know" by the very program to which you are outsourcing your own humanity, is a very unnerving thing.
THE RESEARCH:
1: https://arxiv.org/abs/2512.01797
2: https://arxiv.org/abs/2509.04664
HONEYGAIN LINK: https://r.honeygain.me/UPPER98872
VPN DEAL: https://get.surfshark.net/aff_c?offer_id=1448&aff_id=19647
PATREON: https://www.patreon.com/UEG
LOCALS: https://upperechelon.locals.com/support
Become a channel member: https://www.youtube.com/channel/UChI0q9a-ZcbZh7dAu_-J-hg/join
COMPLETE CYBER SECURITY PRODUCT LIST: https://linktr.ee/upperechelonsecurity
ODYSEE INVITE: https://odysee.com/$/invite/@UpperEchelonGamers:3
⦁ UPPER ECHELON WEBSITE: https://upperechelon.gg
⦁ DISCORD SERVER: https://discord.gg/Uzfkf8m3nD
⦁ Giraffe Video: https://www.youtube.com/watch?v=R0uNbM0dADc
⦁ Outtro Song: https://www.youtube.com/watch?v=-k4azpOIAfwMY
BUSINESS EMAIL: upperechelongamers@yahoo.com
#AI #OpenAI #chatGPT
With new research underlining just how intrinsic the problem of "Hallucination" really is, the entire concept of commercial/consumer AI chatbots is called into question.
From inception, to training, and final execution, these Language Models are designed to give false answers, (in favor of no answer) because abstention is penalized. What percentage of their answers are false is hotly debated, but if the wider public truly understood how unreliable and faulty they really are, the number of users would crater.
Being told "I don't know" by the very program to which you are outsourcing your own humanity, is a very unnerving thing.
THE RESEARCH:
1: https://arxiv.org/abs/2512.01797
2: https://arxiv.org/abs/2509.04664
HONEYGAIN LINK: https://r.honeygain.me/UPPER98872
VPN DEAL: https://get.surfshark.net/aff_c?offer_id=1448&aff_id=19647
PATREON: https://www.patreon.com/UEG
LOCALS: https://upperechelon.locals.com/support
Become a channel member: https://www.youtube.com/channel/UChI0q9a-ZcbZh7dAu_-J-hg/join
COMPLETE CYBER SECURITY PRODUCT LIST: https://linktr.ee/upperechelonsecurity
ODYSEE INVITE: https://odysee.com/$/invite/@UpperEchelonGamers:3
⦁ UPPER ECHELON WEBSITE: https://upperechelon.gg
⦁ DISCORD SERVER: https://discord.gg/Uzfkf8m3nD
⦁ Giraffe Video: https://www.youtube.com/watch?v=R0uNbM0dADc
⦁ Outtro Song: https://www.youtube.com/watch?v=-k4azpOIAfwMY
BUSINESS EMAIL: upperechelongamers@yahoo.com
#AI #OpenAI #chatGPT
- Category
- Call of Duty
- Tags
- AI, large language models, LLM
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