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  2. Reinforcement learning from human feedback - Wikipedia

    en.wikipedia.org/wiki/Reinforcement_learning...

    In machine learning, reinforcement learning from human feedback (RLHF) is a technique to align an intelligent agent with human preferences. It involves training a reward model to represent preferences, which can then be used to train other models through reinforcement learning .

  3. Proximal policy optimization - Wikipedia

    en.wikipedia.org/wiki/Proximal_Policy_Optimization

    By definition, the advantage function is an estimate of the relative value for a selected action. If the output of this function is positive, it means that the action in question is better than the average return, so the possibilities of selecting that specific action will increase. The opposite is true for a negative advantage output. [1]

  4. Llama (language model) - Wikipedia

    en.wikipedia.org/wiki/Llama_(language_model)

    A major technical contribution is the departure from the exclusive use of Proximal Policy Optimization (PPO) for RLHF – a new technique based on Rejection sampling was used, followed by PPO. Multi-turn consistency in dialogs was targeted for improvement, to make sure that "system messages" (initial instructions, such as "speak in French" and ...

  5. Will California homeowners relocate or rebuild? Both are costly

    www.aol.com/california-homeowners-relocate...

    For example, if someone’s insurance covers $100,000 for a property, the insurance company might cover another $20,000 — or 20% — in additional living expenses, Collins said.

  6. ‘Bad way to be treated’: California couple got dropped by ...

    www.aol.com/finance/bad-way-treated-california...

    Liberty Mutual claimed the roof had moss, mildew and algae growth, but the Colemans insist the alleged damage was simply their solar panels. Don't miss Car insurance premiums in America are ...

  7. What is a moratorium? - AOL

    www.aol.com/finance/moratorium-183650120.html

    The new law prohibited insurance companies from canceling insurance policies until 90 after all repairs to the home are complete. What is a moratorium in auto insurance? Auto insurance companies ...

  8. Magnuson–Moss Warranty Act - Wikipedia

    en.wikipedia.org/wiki/Magnuson–Moss_Warranty_Act

    The Magnuson–Moss Warranty Act (P.L. 93-637) is a United States federal law (15 U.S.C. § 2301 et seq.). Enacted in 1975, the federal statute governs warranties on consumer products . The law does not require any product to have a warranty (it may be sold "as is"), but if it does have a warranty, the warranty must comply with this law.

  9. All eyes are on State Farm’s next move as wildfires rip apart ...

    www.aol.com/finance/eyes-state-farm-next-move...

    Terry McNeil, an insurance expert and president and CEO of T.D. McNeil Insurance Services, said State Farm will likely try to do right by its customers but it is already strained in the state.