Should we expect the output of [ChatGPT] to be stable or deterministic
given the same prompt?

- Does [ChatGPT] "converge" on the same solutions, given the same inputs?
Where is there additional entropy in the algorithm or implementation?
  - random seed(s)
  - Hash randomization
  - distributed system failure

- "Which data series predict recession, and with what confidence?"
  - Known good: Bond Yield-Curve Inversion

- "Which economic interventions are appropriate for the current conditions?"

#EvidenceBasedPolicy

On Wed, Jan 4, 2023, 4:34 PM Wes Turner <wes.tur...@gmail.com> wrote:

> What are the expected limitations of [ChatGPT]?
>
> What is "Prompt Engineering"?
> [Prompt engineering - Wikipedia](
> https://en.wikipedia.org/wiki/Prompt_engineering )
>
> What lessons about technology reliance could you teach, in regards to
> Clippy?
>
> - "What is ChatGPT? Wrong answers only"
>   - Human_n: EDGES WITH REASONING
>
> - "Tell me IDK ("I don't know") when you don't know"
>
> - "How certain are you that that is the correct answer?"
>
> - "Are static analysis code metrics sufficient for Safety Critical code?"
>
> - "Whose code is this based on?"
>
> - "Where and when did you learn this?"
>
> - "Why would a US President abstain from using ChatGPT or similar to fill
> speeches 'just like what I said before'?"
>
> #Burgundy
>
> GPT or similar trained on only Formally-Verified code with associated tests
> and/or e.g. Lean Mathlib, or e.g. the Principia in SymPy & Cirq; that
> could probably eliminate my job, but maybe still not teaching
>
> On Wed, Jan 4, 2023, 6:28 AM Christian Mascher <christian.masc...@gmx.de>
> wrote:
>
>> Hi,
>>
>> a student of mine was aware of this chatbot and asked it about a
>> class-assignment of his own accord. We program in Java with some extra
>> homemade library class used by some schools in our region.
>>
>> The bot came up with a "solution" which was flawed in several respects:
>> 1. It used some other (unimported) classes - solution doesn't work and
>> doesn't fit the assignment.
>> 2. It put all the code into the constructor, a typical (design and
>> style) error for students beginning with Java.
>>
>> When confronted with the problem number one above, it acknowledged the
>> fault and produced a different unrelated solution.
>>
>> Sooo....
>>
>> I was impressed how well the chatbot simulated a typical clueless human
>> who even thinks he is smart, while his code is basically bullshit.
>> (Probably a result of googling forums, where other learners posted their
>> solutions to assignments with the given school library classes.) The bot
>> clearly passed the Turing test ;-)
>>
>> But...
>>
>> I don't think the interaction was helpful for somebody who is learning
>> to program. It is probably less helpful than conversing with other also
>> not very knowledgeable students as they are at least reasoning humans.
>>
>> Talking to the bot might be fun to do in the last lesson before
>> christmas or so. Entertaining until you realise the software is
>> "simulating" intelligent conversation - not really talking with insight.
>> And that could turn out to be a waste of time.
>>
>> Happy new year
>>
>> Christian
>>
>> Am 03.01.2023 um 04:06 schrieb Jurgis Pralgauskis:
>> > Hi, happy NY!
>> >
>> > ChatGPT can create, fix and explain code
>> > https://openai.com/blog/chatgpt/#samples
>> > <https://openai.com/blog/chatgpt/#samples>
>> >
>> > Anyone tried to incorporate it into teaching process?
>> > Or have ideas/doubts how it ciuld help?
>> >
>> > _______________________________________________
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>> > Member address: christian.masc...@gmx.de
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>
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