Prompt injection comes at you fast: https://
x.com/kliu128/status
/kliu128/status/1623472922374574080
…
PROMPT ENGINEERING
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Prompt injection is a rapidly evolving threat, as demonstrated by this recent example.
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Red-team prompts: The ‘School of Hard Knocks’ for advanced LLM alignment beyond RLHF
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"Red-team prompts" are the next step to improve RLHF and ensure increasingly capable LLMs are aligned — see e.g. their role in Anthropic's Constitutional AI. If RLHF is school for the AI, we need a School of Hard Knocks.
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text-davinci-003 at temperature=0 yields religious themes and weirdness
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My screenshots are text-davinci-003 at temperature=0, but the linked post investigates davinci-instruct-beta. In my informal tests, impact on text-davinci-003 is less severe. Religious themes do show up, but most generations are merely weird:
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Deep dive into LangChain prompt templates
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Prompt templates are a core and powerful part of langchain – excited to see a deep dive on them!
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Using Copilot to Generate Fibonacci Sequence Code in Python
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Try it here – https://
bing.com/search?q=Write
codetofindtheFibonaccisequenceinPython.&iscopilotedu=1&form=MA13G7
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DAGGER: Imitation Learning Alternative to Reinforcement Learning
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People are asking if there are alternatives to RL in RLHF. Yes, imitation with DAGGER (tutorial: https://
ri.cmu.edu/publications/a
n-invitation-to-imitation/
… ). The user provides feedback with corrections, e.g. when the agent says “that” the user tells the agent that instead of saying “that”, it should say “this”. -
AI Summarization with Citations: Beyond ChatGPT Capabilities
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5. Summarize and simplify things on-the-fly! Input: Write a summary of the history of Rome suitable for a 10 year old. Unlike ChatGPT, it also has citations for the generated response.
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Using AI to Write Letters to Political Representatives
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4. Write a letter like a pro! Input: Write a letter to my representative in support of making election day a national holiday.
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GitHub Copilot: AI-Powered Code Generation in Browser
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3. Writing code on the fly (power of GitHub copilot in the web browser itself) Input: Write code to find the Fibonacci sequence in Python.
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AI Writes Movie Script for Travel Surfing Video Intro
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1. Write a Movie Script! Input: Write a script for the intro of my travel video about surfing on Oahu's Northshore. I'm Chris and this is "Chris Tries New Things." The north shore is a legendary spot for surfers and I'll show you why.