A short YouTube explainer by Dr. Zsolnai (Two Minute Papers) presenting DeepMind's Dramatron — an AI that generates full screenplays from a single logline. The video demos outputs (titles, characters, scene outlines, full script), summarizes a DeepMind user study where expert screenwriters evaluated the tool (77% said it helped express creative goals; more than half reported lacking ownership), and notes that four co-written screenplays were performed. The video also briefly mentions using Weights & Biases to track experiments and links to the paper in the description.
Questions this video answers
January 30, 2023.
77%.
More than half of respondents felt they did not own the result of the AI system.
Four screenplays.
Weights & Biases (W&B).
Chapters
Dear fellow scholars, this is Two Minute Papers with Dr. Zsolnai. Today we are going to have a look at the mighty dramatron, DeepMind's amazing new AI that writes screenplays. Yes, you heard it right. And we will also find out whether what it writes is any good. So how do we use this? Simple. All we need to do is provide a short, often one sentence summary of. Of a dramatic conflict. This is what they call a log line. And this is what goes in. So what else goes in? Nothing. Hmm. In goes this one line. And out comes what? Well, hold on to your papers because out comes. Can it really be out comes everything. The whole play. Let's have a look at an example together. Here is the user provided logline. Teddy is a lounge singer at the Pool Pit, a popular club. Teddy is in love with a patron, Rosie, who attends regularly with her husband Gerald. Teddy puts out a fire and saves the day. Yes, this is all we need to do. And now it generates a set of titles for us. Here's one. The Day the Pulpit Burn down from our logline. It also generates a list of characters and their short descriptions. Also an outline. Here are the first few scenes. And here is the end with the fire, the resolution. And then curtains. This is so cool. I love it. We also get a location description and of course the full script of the screenplay as well. Wow. All this is absolutely remarkable because this little AI has to write a coherent story. And when writing something new, take into consideration what happened earlier. You know, is this character still alive? Where is he? What is his relationship with the others? Now, only few know that despite these difficulties, learning based models are already being used to write short films. And so our scholarly question today is, is Geometron any good? And we will answer an even more difficult question, which is, how do we even evaluate such a work? Well, let's pop the hood and have a good look. Hmm.
I like this.
In this user study, scientists at DeepMind gave this technique to expert screenwriters to evaluate it. And my favorite, not just in a sense that is it good or not good, but the paper give a much clearer view of what is going on. So what is going on? Well, almost everyone was quite surprised by how good the AI did. They enjoyed the process a great deal, found the results coming out of this system unique. And get this, 77% of them found that this system helped them express their creative goals quite well. So what about the other side where it scored much less on, and that is proudness and ownership. I will quote the paper's interpretation of this More than half of respondents felt they did not own the result of the AI system. One participant commented that the generated script was only a starting point provided by the AI and that the writer still needed to create their own script. One interpretation is that Dramatron is seen by the industry experts not as much as a full scriptwriting tool, but rather as a learning tool to practice writing and a source of inspiration. I think this is a perfect encapsulation of these modern AI based techniques. These are meant to help humans create something amazing. So did they create something amazing? Are these scripts any good? Oh yes, yes they are, but see for yourself. Now here are the comments from the human experts. One of the participants said that this can be used as a rough draft and needs quite a bit of work, while another one said that this could be brought to Netflix with just a bit of editing. That is absolutely incredible. So they felt that these AI plus human made works can be brought to the stage and so they did. Yes, that's right. Hold on to your papers because four screenplays that were co written by a human and an AI were found to be good enough to be performed at.
A real theater festival.
How cool is that? Also, make sure to have a look at the paper in the video description because it is a very enjoyable read and it is a treasure trove of information. For instance, it contains a more detailed breakdown where you can see the difference between the thoughts of the theater and TV people. And for now it seems that we are entering the age of human AI collaboration. What a time to be alive. So what do you think? What would you use this for? Let me know in the comments below.
Weights and Biases provides tools to track your experiments in your deep learning projects.
What you see here is their tables.
Feature and the best part about it is that it is not only able to handle pretty much any kind of data you can throw at it, but it also presents your experiments to you in a way that is easy to understand. It is used by many prestigious labs including OpenAI, Toyota Research, GitHub and more. And the best part is that Weights and Biases is free for all individuals, academics and open source projects. Make sure to Visit them through wnb.com papers or just click the link in the video description and you can get a free demo today. Our thanks to Weights and Biases for their long standing support and for helping us make better videos for you.
Thanks for watching and for your generous support and I'll see you next time.
