用例——谎言、该死的谎言和 GenAI.pdf

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1、Lies,Damned Lies&GenAIJon McLoone-WolframLarge Language Models Lie!Why does GenAI lie?Why does GenAI lie?Trained for plausibility not correctnessWhy does GenAI lie?Trained for plausibility not correctnessCompression of the whole worlds knowledgeWhy does GenAI lie?Trained for plausibility not correct

2、nessCompression of the whole worlds knowledgeEager to pleaseWhy does GenAI lie?Trained for plausibility not correctnessCompression of the whole worlds knowledgeEager to pleaseWhy does GenAI lie?Trained for plausibility not correctnessCompression of the whole worlds knowledgeEager to pleaseWhy does G

3、enAI lie?Trained on real-world(unreliable)dataWhy does GenAI lie?Trained on real-world(unreliable)dataWhy does GenAI lie?Guard rails tell them toWhy does GenAI lie?Trained for plausibility not correctnessCompression of the whole worlds knowledgeEager to pleaseTrained on real-world(unreliable)dataGua

4、rd rails tell them toNo actual understandingWhy does GenAI lie?No actual understandingHow can I tell?How can I tell?Even it cant tellHow can I tell?Even it cant tellHow can I tell?Even it cant tellHow can I tell?Even it cant tellOr wont tell!How can I tell?Even it cant tellOr wont tell!How can I tell?Even it cant tellOr wont tell!What is the fix?More data?What is the fix?Bigger models?What is the fix?Reasoning models?Example:Co-scientistGenAI is a great general componentbut reliability needs data,models and computation