 Right, perfect. As you see, we have an online presentation now from Noam Mayr and, well, in the Lightning Talks it will all be speeded up a little bit more, so we will not have questions in the end, but hear the talk, hear the insights and then move on. So, if everything's working, we can start. Let me start my presentation very quickly. Do you see the presentation also? Yes, everything is fine. Okay, great, great. So, okay, I need to see through this, but I'm very happy to be here. I'm sorry, I'm not there with your and I hope, inshallah, that next year I could come. Let me dive right in. So, Syriac Literary Culture is the object of my studies. Syriac Literary Culture is found in a mass of more than 20,000 manuscripts worldwide. What's special about these manuscripts is they're relatively early. In the early 5th century, we have dated manuscripts in the hundreds throughout late antiquity, which I'm unaware of. I'd be happy to hear after. So, the important aspect of these manuscripts, these pre-modern manuscripts are the multi-dimensional aspect of them. So, we have multiple agents operating on one object, authors, scribes, readers, owners, commentators, etc. And their writings are marked differently. So, let me show you an example. Here you see the rubricated texts are actually texts from scribal texts, I'm calling them. They're texts not of authors. Now, one thing that I wanted to emphasize is that these pre-modern manuscripts, as you can see, many of them are multiple text manuscripts. That is, they don't fit on or the structure, they don't fit exactly what we think of a book. They're organized a little differently or in a more raw pre-modern format. Here you see the rubricated text again is scribal texts, whereas the black text is a quotation. It's an excerpt from some sort of Greek or Syriac source. So, the black text represents a text of an author. And the red text is the scribe who brought the text is commenting, introducing it, but adding information that is not trivial at all. So, most of the research and also the digitization have focused on authors. And we have decades and decades and decades of scholarship on producing text editions of authors and building databases with all focused on the authorial texts. So, in this specific chapter of my research, I'm asking what about the scribal texts? What if we want to say something about them or ask something about them? As you see here, it's not a small amount of texts. And there's significant things happening here and we want to be able to say something about it. But these texts aren't part of the datification process, what you might say. So, I've seen other presentations today, which are all amazing, but some of them were talking specifically about this kind of layout analysis of tagging. What we have in our manuscripts and the series are overlap between the visual feature and the agency. So, what I just showed you. So, my thought was that the model could identify the rubricated text and then an HDR model will identify the, will do the reading of the Syriac text. So, it's basically what I did. I tagged, not, I mean here I see it's page 203, but I didn't tag 200 pages. It's more like something like 60 or 70 or something like that. And you see, I just marked, this is the key here. I didn't relate to the black text. I only tagged the rubricated text so that the model will learn that this is the only text I'm interested in, in this page. And upon that model, or not on the model, but I fine tuned, I used as a base model a few public models that are already been developed by Beth Marguto. And I fine tuned them to specifically the Syriac script of the manuscripts I work on. And here is the current results, the current status. So, you see that it's not bad. It's not bad. For some reason here this, the text goes, also the text is again, not perfect. You know, you have to have a human reader go over it, but definitely pretty good as far as I'm concerned. As far as future work, what I'd like to do with this is after completing the models, the training, I'd like to measure maybe in sample or invoke Syriac scribal presence across late antiquity. So I want to like cut out, I'll put in a few manuscripts and, you know, sort of be able to cut out the rubric so that, like a quantitative measurement of how scribal texts behave across late antiquity. And finally also to produce, of course, a corpus of scribal texts, which I, if we'd have time, I, you know, give you a taste of what they're saying. Basically the short version. So that's it. Thank you very much.