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Do i understand correctly that this allows models to generate two contradicting tokens (Contemplating Stream: y op z = 3, Thinking Stream: y op z = 5) in separate streams at any given point, right? What would happen in such cases? Sounds like an interesting problem or quirk of this architecture.

Thanks for those pointers! Very helpful.

Did not realize that they publish their code. Very cool. Thanks!

Does anyone know how they make their map so performant? Showing all those pins is mind blowing to me coming from leaflet maps. Marinetraffic is also a map that blows me away every time i see all the icons and how smooth and fast the loading is when zooming in. Would love to make a similar map at some point for my hobby but leaflet just does not cut it when you want to render 10million plus pins on a global map.

Tech blogs or pointers would be great

Very cool. Love this. Was the training more heavily weighted towards swiss languages and how does the model perform on swiss languages compared to others?

Are there any plans for further models after this one?

I have a friend that works on physically based renderers in the film industry and has also done research in the area. Always love hearing stories and explanations about how things get done in this industry.

What companies are hiring such talent at the moment? Have the AI companies also been hiring rendering engineers for creating training environments?

If you are looking to hire an experienced research and industry rendering engineer i am happy to connect you since my friend is not on social media but has been putting out feelers.

Thanks a lot for this eval!

One question i have regarding evals is, what sampling temperature and/or method do you use? As far as i understand temperature/ method can impact model output alot. Would love to here you're thoughts on how these different settings of the same model can impact output and how to go about evaluating models when its not clear how to use the to their fullest

Any blogs or other writing about this topic you can recommend? I worked with gurobi in the past but haven't been keeping up with the trends and performance gains.

Love this field of CS!

How do I get access to this feature? I cannot find it in the normal chatgpt interface.

Wow this is the first time i hear about such a method. Anywhere i can read up on how the temperature multiplier works and what the implications/effects are? Is it just changing the temperature based on how many tokens have already been processed (i.e. the temperature is variable over the course of a completion spanning many tokens)?

This is not true. I have no idea about the US but Canada, specifically BC, still has large amounts of old growth forest that is being cut. Really sad to see and read about.

US cities love their cars. Not even in city centers do they prioritize pedestrians over cars. That has nothing to do with apples or oranges. It's a priority thing and not costs. There is no reason to need cars in city centers. Makes cities ugly, loud and dangerous compared to europe or asia.

How did you do this? Was the redaction done by changing the color of the font to white so that the background and text have the same color? Would love to learn how you were able to recover the text.

My bad. Didnt show on mobile.