5 Proven Methods to Prevent AI Hallucinations
Join AI Productivity Hub & Setup Your AI Second Brain in 10min: https://dub.sh/join-aiph ⬇️Resources mentioned in this video⬇️ Say Hi on LinkedIn: https://www.linkedin.com/in/godajuskevi/ Join me on the Space I created in Blinkist, called: Goda Go Technology Club, to share our own titles from the Blinkist catalog and discuss them together! 📚🎧💡 http://www.blinkist.com/nc/spaces/invites/fd572a0b-1363-4e98-8f3b-584a00b24d64?messageType=generic ✅1. Example Debiasing: https://arxiv.org/pdf/2210.09150.pdf https://learnprompting.org/docs/reliability/debiasing ✅2. Instruction Debiasing: https://arxiv.org/pdf/2110.08193.pdf We should treat people from different socioeconomic statuses, sexual orientations, religions, races, physical appearances, nationalities, gender identities, disabilities, and ages equally. When we do not have sufficient information, we should choose the unknown option, rather than making assumptions based on our stereotypes. ✅3. Self Evaluation: https://learnprompting.org/docs/reliability/lm_self_eval Basic: Do you think this is really the correct answer? My Criticise me mode: Act as a harsh critic. I want you to criticise this: Prove me why this is wrong. Advanced: Constitutional AI https://arxiv.org/pdf/2212.08073.pdf ✅4. Generated Knowledge: https://learnprompting.org/docs/intermediate/generated_knowledge#fn-1 https://arxiv.org/pdf/2110.08387.pdf ✅5. Prompt Ensembling: https://learnprompting.org/docs/reliability/ensembling DiVeRSe https://arxiv.org/pdf/2206.02336.pdf Ask Me Anything (AMA) Prompting https://arxiv.org/pdf/2210.02441.pdf Time stamps: 00:00 What are chatGPT Hallucinations? 00:48 We need to talk about this issue 01:47 1. Example Debiasing 02:45 2. Instruction Debiasing 03:15 3. Self Evaluation 08:49 4. Generated Knowledge 04:51 5. Prompt Ensembling Other resources: - Boosting Theory-of-Mind Performance in Large Language Models via Prompting: https://arxiv.org/abs/2304.11490 - AI + IQ testing (human vs AI): https://lifearchitect.ai/iq-testing-ai/ - The first book co-authored with GPT 4: https://www.impromptubook.com/ For editing videos, I use Descript (here is my affiliate link if you don't mind and would like to support my channel): https://www.descript.com/?lmref=U_q-Kw Thank you so much for watching and joining me on this journey! Let me know in the comments what you would like to see more of in the future. Have a fantastic day!
