The air in your house sucks--fix it with these Amazon deals on air purifiers and humidifiers. We may earn revenue from the products available on this page and participate in affiliate programs. If your sinuses are staging a revolt or your living room smells suspiciously like last night's stir-fry, it's probably time to call in a serious air purifier. LEVOIT's lineup routinely tops our lists because models cover everything from compact bedroom workhorses to family-room heavy hitters, and these Amazon deals are a chance to upgrade your home air quality before the next wave of wildfire smoke, pet shedding, or pollen hits. And there are also humidifiers on sale.

Dreo's entire lineup of space heaters and humidifiers are on sale during Amazon's Black Friday Week sale. We may earn revenue from the products available on this page and participate in affiliate programs. Space heater prices typically go up as temperatures go down, but Amazon just hacked and slashed prices across the board on Dreo space heaters and humidifiers . Dreo is one of the best names in the game for space heaters and humidifiers, so they're worth investing in for the winter, especially when they're on sale. A $34 space heater now could keep you warm and comfortable until the sun comes back in the spring.

If your feet are chilly or your nose feels dry, you're going to want to jump on these limited-time Amazon deals on Dreo heaters and humidifiers. We may earn revenue from the products available on this page and participate in affiliate programs. This is a weird time of year here in Upstate New York and much of the country. I wake up and it's freezing, but then I'm sweating through my hoodie by the time the afternoon rolls around. That's where a space heater comes in handy.

One key failure case was answers in the form of "the answer must be something that is ." Q: What might someone get from learning about science? Answer Choices: (a) headache (b) see things differently (c) increased knowledge (d) accidents (e) appreciation of nature A: The answer must be something that someone would get from learning about science. Learning about science would increase knowledge. Therefore, the answer is increased knowledge (c). These rationales, while perhaps useful to the model, read to us as opaque and unexplanatory. Sometimes the model will imply the answer that it has chosen in its question. Q: The christian rock band was on a large stage, the singer's foot got caught on a wire and he had a small what? Answer Choices: (a) commit sin (b) fail (c) disobey (d) stumble (e) boo boo A: The answer must be something that would cause the singer to stumble. The singer's foot got caught on a wire, so he would stumble.

Answering complex natural language questions often necessitates multi-step reasoning and integrating external information. Several systems have combined knowledge retrieval with a large language model (LLM) to answer such questions. These systems, however, suffer from various failure cases, and we cannot directly train them end-to-end to fix such failures, as interaction with external knowledge is non-differentiable. To address these deficiencies, we define a ReAct-style LLM agent with the ability to reason and act upon external knowledge. We further refine the agent through a ReST-like method that iteratively trains on previous trajectories, employing growing-batch reinforcement learning with AI feedback for continuous self-improvement and self-distillation. Starting from a prompted large model and after just two iterations of the algorithm, we can produce a fine-tuned small model that achieves comparable performance on challenging compositional question-answering benchmarks with two orders of magnitude fewer parameters.

It's a perfect time to start focusing a little more on self-care. As beautiful fall turns into winter, we tend to hunker down in our houses, getting less sun and fresh air and spending more time under the covers. But between scares, you might want to browse these deals on gadgets that should help make you feel good all around. Special offer for Gear readers: Get a 1-year Subscription to WIRED for $5 ($25 off). This includes unlimited access to WIRED.com and our print magazine (if you'd like). Subscriptions help fund the work we do every day.

Relax while these deals help you during the holidays. If you make a purchase by clicking one of our links, we may earn a small share of the revenue. However, our picks and opinions are independent from USA Today's newsroom and any business incentives. We've already been on the hunt for tons of early Black Friday deals you can get right now from Amazon, Target, L.L.Bean, eBay, and so many other retailers, which is already getting us pumped for the big shopping weekend. This is probably the best time to save on the things you'll need for the holidays, gifts, and maybe something special for yourself.

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