[Script Info] Title: [Events] Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text Dialogue: 0,0:00:06.08,0:00:09.42,Default,,0000,0000,0000,,(woman) Hello everyone.\NThank you for being here this afternoon. Dialogue: 0,0:00:09.42,0:00:10.54,Default,,0000,0000,0000,,We are first going to hear-- Dialogue: 0,0:00:10.54,0:00:13.02,Default,,0000,0000,0000,,I'm just going to jump straight in\Nto give him plenty of time-- Dialogue: 0,0:00:13.02,0:00:15.86,Default,,0000,0000,0000,,so we're first going to hear from\NPeter Patel-Schneider Dialogue: 0,0:00:15.86,0:00:19.92,Default,,0000,0000,0000,,about barriers to using Wikidata\Nas a knowledge base. Dialogue: 0,0:00:19.92,0:00:21.24,Default,,0000,0000,0000,,(Peter) Thank you. Dialogue: 0,0:00:22.94,0:00:26.28,Default,,0000,0000,0000,,I'll skip over the abstract\Nbecause you've already seen it all. Dialogue: 0,0:00:26.28,0:00:29.20,Default,,0000,0000,0000,,And I should say a little bit\Nabout myself. Dialogue: 0,0:00:31.70,0:00:37.05,Default,,0000,0000,0000,,I'm much more of a user of Wikidata\Nthan an actual editor of Wikidata, Dialogue: 0,0:00:37.05,0:00:41.53,Default,,0000,0000,0000,,and much more of a user of Wikidata\Nthan somebody who contributes to Wikidata, Dialogue: 0,0:00:41.53,0:00:44.89,Default,,0000,0000,0000,,but I very much believe in\Nthe aims of Wikidata. Dialogue: 0,0:00:44.89,0:00:47.47,Default,,0000,0000,0000,,In particular, it aligns\Nwith my research areas Dialogue: 0,0:00:47.47,0:00:50.68,Default,,0000,0000,0000,,which is knowledge representation,\Nat least in a certain sense. Dialogue: 0,0:00:50.68,0:00:54.99,Default,,0000,0000,0000,,I worked in description logics\Nfor a long time, worked with W3C. Dialogue: 0,0:00:54.99,0:00:58.59,Default,,0000,0000,0000,,I've worked in Silicon Valley for a while, Dialogue: 0,0:00:58.59,0:01:02.11,Default,,0000,0000,0000,,largely building what might be called\Nknowledge graphs, Dialogue: 0,0:01:02.11,0:01:03.85,Default,,0000,0000,0000,,but I don't like the term\Nknowledge graphs-- Dialogue: 0,0:01:03.85,0:01:04.97,Default,,0000,0000,0000,,I don't like what they mean, Dialogue: 0,0:01:04.97,0:01:07.83,Default,,0000,0000,0000,,I want to do something better\Nthan knowledge graphs. Dialogue: 0,0:01:07.83,0:01:10.43,Default,,0000,0000,0000,,And I want to put this together\Nfrom various sources. Dialogue: 0,0:01:10.43,0:01:13.27,Default,,0000,0000,0000,,So Wikidata is a very, very good one, Dialogue: 0,0:01:13.27,0:01:15.84,Default,,0000,0000,0000,,but DBpedia is not so good. Dialogue: 0,0:01:15.84,0:01:18.61,Default,,0000,0000,0000,,Freebase is dead. Dialogue: 0,0:01:18.61,0:01:21.55,Default,,0000,0000,0000,,Open Street Map,\NOpen Movie Database, things like that. Dialogue: 0,0:01:21.55,0:01:24.53,Default,,0000,0000,0000,,And then I want to use\Nthis store of knowledge Dialogue: 0,0:01:24.53,0:01:26.50,Default,,0000,0000,0000,,to do something. Dialogue: 0,0:01:26.50,0:01:31.89,Default,,0000,0000,0000,,And I want to use it as the source\Nof knowledge to do something, Dialogue: 0,0:01:31.89,0:01:36.11,Default,,0000,0000,0000,,and not only just facts\Nbut also organizing my knowledge. Dialogue: 0,0:01:36.11,0:01:39.14,Default,,0000,0000,0000,,And currently, working where I am, Dialogue: 0,0:01:39.14,0:01:43.24,Default,,0000,0000,0000,,we're interested in supporting\Nconversational agents. Dialogue: 0,0:01:43.24,0:01:48.61,Default,,0000,0000,0000,,Not just things that let you play {\i1}Avatar,{\i0} Dialogue: 0,0:01:48.61,0:01:52.85,Default,,0000,0000,0000,,but lets you play the movie\Nthat's directed by the wife Dialogue: 0,0:01:52.85,0:01:55.57,Default,,0000,0000,0000,,of the director of {\i1}Avatar.{\i0} Dialogue: 0,0:01:55.57,0:02:00.45,Default,,0000,0000,0000,,So how can we build a conversational agent\Nthat will do something like that? Dialogue: 0,0:02:00.45,0:02:04.34,Default,,0000,0000,0000,,Well, you need to know\Nall the facts that go behind it, Dialogue: 0,0:02:04.34,0:02:07.44,Default,,0000,0000,0000,,but you also need to know\Nthat the fact that there are movies-- Dialogue: 0,0:02:07.44,0:02:10.41,Default,,0000,0000,0000,,not just, we have {\i1}Avatar{\i0},\Nbut that we have movies-- Dialogue: 0,0:02:10.41,0:02:12.16,Default,,0000,0000,0000,,we need to know things about movies, Dialogue: 0,0:02:12.16,0:02:15.04,Default,,0000,0000,0000,,we need to know things\Nabout directorships. Dialogue: 0,0:02:15.04,0:02:18.48,Default,,0000,0000,0000,,We need to know things about humans--\Nthat they're married to each other. Dialogue: 0,0:02:18.48,0:02:21.23,Default,,0000,0000,0000,,We need to know that there are men\Nand women in the world, Dialogue: 0,0:02:21.23,0:02:25.45,Default,,0000,0000,0000,,and somehow be able to use\Nthis knowledge of what we're saying Dialogue: 0,0:02:25.45,0:02:28.36,Default,,0000,0000,0000,,to come up with the actual reference\Nto these things, Dialogue: 0,0:02:28.36,0:02:31.61,Default,,0000,0000,0000,,and then actually do\Nwhat we were asked to do. Dialogue: 0,0:02:31.61,0:02:34.42,Default,,0000,0000,0000,,So, though it's one end, Dialogue: 0,0:02:34.42,0:02:36.63,Default,,0000,0000,0000,,the other thing\Nthat we want to be able to do Dialogue: 0,0:02:36.63,0:02:41.11,Default,,0000,0000,0000,,is if you think of systems like Siri,\Nthere are hundreds or thousands-- Dialogue: 0,0:02:41.11,0:02:43.47,Default,,0000,0000,0000,,actually, maybe Siri's not\Nthe best example. Dialogue: 0,0:02:43.47,0:02:49.79,Default,,0000,0000,0000,,The Amazon system has hundreds\Nor thousands of little programs Dialogue: 0,0:02:49.79,0:02:51.60,Default,,0000,0000,0000,,that will do something for you. Dialogue: 0,0:02:51.60,0:02:53.50,Default,,0000,0000,0000,,And the problem that we're interested in Dialogue: 0,0:02:53.50,0:02:56.07,Default,,0000,0000,0000,,is how do you pick\Nwhich one can do something. Dialogue: 0,0:02:56.07,0:03:00.100,Default,,0000,0000,0000,,So for example, which back-end\Ncan find me train trips Dialogue: 0,0:03:00.100,0:03:04.75,Default,,0000,0000,0000,,between San Francisco and Palo Alto. Dialogue: 0,0:03:04.75,0:03:09.23,Default,,0000,0000,0000,,There may be many systems\Nthat will try and sell me train tickets, Dialogue: 0,0:03:09.23,0:03:13.80,Default,,0000,0000,0000,,but only one or perhaps two of them\Nwill sell me that particular train ticket. Dialogue: 0,0:03:13.80,0:03:18.70,Default,,0000,0000,0000,,And how do I get the system to do that\Nwithout having to be able to tell it Dialogue: 0,0:03:18.70,0:03:21.43,Default,,0000,0000,0000,,that I want a Caltrain ticket. Dialogue: 0,0:03:23.13,0:03:29.12,Default,,0000,0000,0000,,So, what happens is I want to use Wikidata\Nas the source of a lot of this stuff, Dialogue: 0,0:03:29.12,0:03:31.57,Default,,0000,0000,0000,,and I regularly run into problems. Dialogue: 0,0:03:31.57,0:03:35.86,Default,,0000,0000,0000,,And from those problems,\NI have a bunch of suggestions. Dialogue: 0,0:03:37.06,0:03:40.96,Default,,0000,0000,0000,,You may agree with my suggestions\Nor disagree with them. Dialogue: 0,0:03:40.96,0:03:44.54,Default,,0000,0000,0000,,Some of them are kind of on their way\Nto being implemented in Wikidata, Dialogue: 0,0:03:44.54,0:03:46.60,Default,,0000,0000,0000,,some of them aren't. Dialogue: 0,0:03:46.60,0:03:50.22,Default,,0000,0000,0000,,So, I'm going to do this talk\Nfrom the back forward. Dialogue: 0,0:03:50.22,0:03:53.95,Default,,0000,0000,0000,,I'm going to give you the summary,\Nand then an expansion of the summary, Dialogue: 0,0:03:53.95,0:03:58.02,Default,,0000,0000,0000,,and then some rationale\Nfor my suggestions. Dialogue: 0,0:03:58.02,0:04:01.10,Default,,0000,0000,0000,,And the reason I'm going to do that\Nis if I started with all of the rationale, Dialogue: 0,0:04:01.10,0:04:03.89,Default,,0000,0000,0000,,I might never get to the end,\Nand the end is the important thing, Dialogue: 0,0:04:03.89,0:04:06.18,Default,,0000,0000,0000,,at least in my viewpoint. Dialogue: 0,0:04:06.18,0:04:12.12,Default,,0000,0000,0000,,So, my biggest suggestion, I guess,\Non the community side is, Dialogue: 0,0:04:12.12,0:04:16.56,Default,,0000,0000,0000,,gee, guys, speak with a single voice. Dialogue: 0,0:04:16.56,0:04:18.86,Default,,0000,0000,0000,,(chuckles) Dialogue: 0,0:04:20.06,0:04:23.62,Default,,0000,0000,0000,,And speak with a voice\Nwhere I can find it. Dialogue: 0,0:04:23.62,0:04:25.68,Default,,0000,0000,0000,,So, it turns out\Nthat one of my suggestions Dialogue: 0,0:04:25.68,0:04:30.57,Default,,0000,0000,0000,,is actually implemented,\Nbut I only found out about it today, Dialogue: 0,0:04:30.57,0:04:34.75,Default,,0000,0000,0000,,because it's not used very much at all,\Nand it's hard to find it. Dialogue: 0,0:04:34.75,0:04:39.81,Default,,0000,0000,0000,,So, I really want you guys--\Nand me too, in some sense-- Dialogue: 0,0:04:39.81,0:04:44.08,Default,,0000,0000,0000,,to spend some effort at the beginning\Nwhen you're creating these classes Dialogue: 0,0:04:44.08,0:04:46.25,Default,,0000,0000,0000,,and other things that are important, Dialogue: 0,0:04:46.25,0:04:48.50,Default,,0000,0000,0000,,so that a poor user like me, Dialogue: 0,0:04:48.50,0:04:52.75,Default,,0000,0000,0000,,who can't afford to go through five years\Nof impassioned discussion Dialogue: 0,0:04:52.75,0:04:57.06,Default,,0000,0000,0000,,to find out what male actually is, Dialogue: 0,0:04:57.06,0:05:00.86,Default,,0000,0000,0000,,can actually use it in our system--\Nin my system. Dialogue: 0,0:05:00.86,0:05:03.28,Default,,0000,0000,0000,,So that's sort of on the community side. Dialogue: 0,0:05:03.28,0:05:04.84,Default,,0000,0000,0000,,I'm a formalist. Dialogue: 0,0:05:04.84,0:05:09.16,Default,,0000,0000,0000,,I really want to--\Nand my programs are dumb. Dialogue: 0,0:05:09.16,0:05:11.76,Default,,0000,0000,0000,,I don't write smart programs,\NI write dumb programs. Dialogue: 0,0:05:11.76,0:05:14.82,Default,,0000,0000,0000,,Now, they tend to be\Nvery fancy dumb programs, Dialogue: 0,0:05:14.82,0:05:20.50,Default,,0000,0000,0000,,but these dumb programs\Ncan't really handle all of the shades Dialogue: 0,0:05:20.50,0:05:25.94,Default,,0000,0000,0000,,of everything that you have\Nwith start time, end time, inception. Dialogue: 0,0:05:25.94,0:05:29.24,Default,,0000,0000,0000,,I want to have some simple\Nformal mechanism Dialogue: 0,0:05:29.24,0:05:33.36,Default,,0000,0000,0000,,that will tell my program what's true now, Dialogue: 0,0:05:33.36,0:05:36.26,Default,,0000,0000,0000,,or what's true in 1987, Dialogue: 0,0:05:36.26,0:05:38.56,Default,,0000,0000,0000,,without having to search through\Na bunch of things, Dialogue: 0,0:05:38.56,0:05:41.58,Default,,0000,0000,0000,,and make a bunch of guesses,\Nand use a lot of heuristics, Dialogue: 0,0:05:41.58,0:05:45.33,Default,,0000,0000,0000,,or have a machine-learning program\Nthat's done for this particular task. Dialogue: 0,0:05:45.33,0:05:50.22,Default,,0000,0000,0000,,I just want you to tell me\Nthis stuff somehow, and have a take. Dialogue: 0,0:05:50.22,0:05:54.09,Default,,0000,0000,0000,,So, I want to be able\Nto look at something which says Dialogue: 0,0:05:54.09,0:05:57.85,Default,,0000,0000,0000,,what the things I see in Wikidata\Nactually mean. Dialogue: 0,0:05:57.85,0:06:01.17,Default,,0000,0000,0000,,And I don't find that these days. Dialogue: 0,0:06:01.17,0:06:02.74,Default,,0000,0000,0000,,And then, of course, once we have that, Dialogue: 0,0:06:02.74,0:06:06.64,Default,,0000,0000,0000,,I want somebody--\NI'm willing to do some of this work-- Dialogue: 0,0:06:06.64,0:06:11.13,Default,,0000,0000,0000,,build tools that actually use\Nthat formal description and say, Dialogue: 0,0:06:11.13,0:06:15.78,Default,,0000,0000,0000,,tell me, for example,\Nif I'm an instance Dialogue: 0,0:06:15.78,0:06:21.98,Default,,0000,0000,0000,,of architectural structure,\Nlike the Eiffel Tower, Dialogue: 0,0:06:21.98,0:06:24.14,Default,,0000,0000,0000,,am I a geographic location? Dialogue: 0,0:06:26.44,0:06:27.47,Default,,0000,0000,0000,,I don't know. Dialogue: 0,0:06:27.47,0:06:31.35,Default,,0000,0000,0000,,I mean, Wikidata doesn't tell me\Nwhether this is true or not. Dialogue: 0,0:06:31.35,0:06:34.46,Default,,0000,0000,0000,,I can find nowhere in Wikidata\Nthat will do that, Dialogue: 0,0:06:34.46,0:06:35.82,Default,,0000,0000,0000,,because there's no formal thing. Dialogue: 0,0:06:35.82,0:06:38.47,Default,,0000,0000,0000,,But once you give me a formal thing\Nthen I'm going to write a tool, Dialogue: 0,0:06:38.47,0:06:41.38,Default,,0000,0000,0000,,which essentially gives the implications\Nof what the formal things are. Dialogue: 0,0:06:42.78,0:06:47.57,Default,,0000,0000,0000,,The fourth suggestion is about bots. Dialogue: 0,0:06:47.57,0:06:49.53,Default,,0000,0000,0000,,Bots are great. Dialogue: 0,0:06:49.53,0:06:55.64,Default,,0000,0000,0000,,Bots have ultimate power\Nand as has been said, Dialogue: 0,0:06:55.64,0:06:58.26,Default,,0000,0000,0000,,with ultimate power,\Ncomes ultimate responsibility. Dialogue: 0,0:06:58.26,0:07:02.38,Default,,0000,0000,0000,,And I don't believe that bots get\Nvery much responsibility Dialogue: 0,0:07:02.38,0:07:05.41,Default,,0000,0000,0000,,for the things that they do,\Nand they need to have. Dialogue: 0,0:07:05.41,0:07:09.12,Default,,0000,0000,0000,,We need to be able to control the bots\Nand figure out what they've done wrong, Dialogue: 0,0:07:09.12,0:07:11.88,Default,,0000,0000,0000,,and essentially, once a bot\Nmakes a thousand mistakes, Dialogue: 0,0:07:11.88,0:07:13.91,Default,,0000,0000,0000,,we want to undo that once, Dialogue: 0,0:07:13.91,0:07:17.34,Default,,0000,0000,0000,,as opposed to undoing that\Na thousand times. Dialogue: 0,0:07:17.34,0:07:19.19,Default,,0000,0000,0000,,Of course, as I said,\Nthese are my suggestions. Dialogue: 0,0:07:19.19,0:07:20.91,Default,,0000,0000,0000,,Other people\Nmay have different suggestions. Dialogue: 0,0:07:20.91,0:07:23.98,Default,,0000,0000,0000,,I'm coming at it from a user viewpoint. Dialogue: 0,0:07:23.98,0:07:25.92,Default,,0000,0000,0000,,I suppose I could say something like, Dialogue: 0,0:07:25.92,0:07:28.45,Default,,0000,0000,0000,,I'm coming at it from a binary viewpoint. Dialogue: 0,0:07:28.45,0:07:32.90,Default,,0000,0000,0000,,I mean, this is a program\Nthat really wants yes or no answers. Dialogue: 0,0:07:32.90,0:07:36.14,Default,,0000,0000,0000,,It doesn't understand much\Nin shades of gray. Dialogue: 0,0:07:36.14,0:07:41.63,Default,,0000,0000,0000,,So, I would really like you to tell me\Nwhat's true and what's not true. Dialogue: 0,0:07:42.43,0:07:49.42,Default,,0000,0000,0000,,So, that's the end of the talk, right?\N(laughs) Dialogue: 0,0:07:51.73,0:07:55.39,Default,,0000,0000,0000,,And I sort of expanded on some things Dialogue: 0,0:07:55.39,0:07:58.19,Default,,0000,0000,0000,,but let me-- oops,\Nwhere are we, here, yes. Dialogue: 0,0:07:58.19,0:08:00.75,Default,,0000,0000,0000,,So, here let me expand upon\Nthe things that I said. Dialogue: 0,0:08:00.75,0:08:05.66,Default,,0000,0000,0000,,So formally,\NI really want a logic for Wikidata Dialogue: 0,0:08:05.66,0:08:09.90,Default,,0000,0000,0000,,because that let's me know\Nwhat Wikidata means to me. Dialogue: 0,0:08:09.90,0:08:11.71,Default,,0000,0000,0000,,I don't want to have data structure Dialogue: 0,0:08:11.71,0:08:16.36,Default,,0000,0000,0000,,with some sort of English description\Nsomewhere that tells me something. Dialogue: 0,0:08:16.36,0:08:19.15,Default,,0000,0000,0000,,I want a formal statement of what this is. Dialogue: 0,0:08:19.15,0:08:23.75,Default,,0000,0000,0000,,And maybe it produces the wrong answers,\Nin which case we fix it, Dialogue: 0,0:08:23.75,0:08:26.04,Default,,0000,0000,0000,,but at least we know\Nwhat the answers are supposed to be, Dialogue: 0,0:08:26.04,0:08:31.59,Default,,0000,0000,0000,,as opposed to having to go through\Nfive or ten different pages Dialogue: 0,0:08:31.59,0:08:33.25,Default,,0000,0000,0000,,of people arguing with each other Dialogue: 0,0:08:33.25,0:08:36.13,Default,,0000,0000,0000,,what this particular part\Nof Wikidata means. Dialogue: 0,0:08:36.13,0:08:40.91,Default,,0000,0000,0000,,So, in particular, I want to have things\Nthat I think are useful, Dialogue: 0,0:08:40.91,0:08:42.44,Default,,0000,0000,0000,,like disjointness. Dialogue: 0,0:08:42.44,0:08:48.41,Default,,0000,0000,0000,,I want Wikidata to say that\Nrocks aren't humans, Dialogue: 0,0:08:48.41,0:08:50.88,Default,,0000,0000,0000,,to pick an example. Dialogue: 0,0:08:50.88,0:08:54.25,Default,,0000,0000,0000,,Now, there's lots of that stuff\Nin Wikidata at the moment. Dialogue: 0,0:08:54.25,0:08:57.30,Default,,0000,0000,0000,,There's lots of this\N{\i1}opposite from{\i0} things, Dialogue: 0,0:08:57.30,0:08:59.54,Default,,0000,0000,0000,,but what does it mean? Dialogue: 0,0:08:59.54,0:09:01.33,Default,,0000,0000,0000,,Somebody who's an opposite-- Dialogue: 0,0:09:01.33,0:09:06.22,Default,,0000,0000,0000,,there was something this morning\Nabout transgender man Dialogue: 0,0:09:06.22,0:09:09.18,Default,,0000,0000,0000,,is the opposite of transgender woman. Dialogue: 0,0:09:11.98,0:09:15.89,Default,,0000,0000,0000,,Yes, in some sense,\Nbut in what sense are they opposites? Dialogue: 0,0:09:15.89,0:09:19.28,Default,,0000,0000,0000,,It's not a logical sense,\Nit's something else. Dialogue: 0,0:09:19.28,0:09:23.32,Default,,0000,0000,0000,,I want to give definitions of classes\Nand to give an example, Dialogue: 0,0:09:23.32,0:09:27.25,Default,,0000,0000,0000,,I would very much like Wikidata to say Dialogue: 0,0:09:27.25,0:09:31.95,Default,,0000,0000,0000,,that "woman" is adult, female, human, Dialogue: 0,0:09:31.95,0:09:36.56,Default,,0000,0000,0000,,because if I query Wikidata--\Nthis is going to the end-- Dialogue: 0,0:09:36.56,0:09:38.86,Default,,0000,0000,0000,,and I ask how many women are in Wikidata, Dialogue: 0,0:09:38.86,0:09:42.28,Default,,0000,0000,0000,,I get... any guesses? Dialogue: 0,0:09:43.02,0:09:44.54,Default,,0000,0000,0000,,(woman) Less than men. Dialogue: 0,0:09:44.54,0:09:46.32,Default,,0000,0000,0000,,Thirty-seven. Dialogue: 0,0:09:46.32,0:09:47.37,Default,,0000,0000,0000,,Less than men. Dialogue: 0,0:09:47.37,0:09:48.46,Default,,0000,0000,0000,,Thirty-seven. Dialogue: 0,0:09:48.46,0:09:53.09,Default,,0000,0000,0000,,Instances of "woman" in Wikidata-- 37. Dialogue: 0,0:09:53.90,0:09:55.33,Default,,0000,0000,0000,,That's obviously wrong. Dialogue: 0,0:09:55.33,0:09:56.97,Default,,0000,0000,0000,,Obviously, obviously wrong. Dialogue: 0,0:09:56.97,0:09:59.31,Default,,0000,0000,0000,,I know it, you know it, Dialogue: 0,0:09:59.31,0:10:01.88,Default,,0000,0000,0000,,but my program doesn't know it. Dialogue: 0,0:10:01.88,0:10:05.10,Default,,0000,0000,0000,,My program says 37--\Nwell, it's not zero. Dialogue: 0,0:10:05.10,0:10:07.35,Default,,0000,0000,0000,,So it might be right. Dialogue: 0,0:10:09.05,0:10:12.74,Default,,0000,0000,0000,,I would much prefer\Nthere to be something on "woman" Dialogue: 0,0:10:12.74,0:10:16.20,Default,,0000,0000,0000,,that says, "Hey, if you're trying\Nto figure out the women in Wikidata, Dialogue: 0,0:10:16.20,0:10:20.39,Default,,0000,0000,0000,,don't look at the things\Nthat are stated to be instances of 'woman,' Dialogue: 0,0:10:20.39,0:10:24.32,Default,,0000,0000,0000,,look at things, well, a SPARQL query\Nor something like that, Dialogue: 0,0:10:24.32,0:10:27.31,Default,,0000,0000,0000,,find all the humans, find the female one, Dialogue: 0,0:10:27.31,0:10:32.58,Default,,0000,0000,0000,,the ones with sex or gender\Nwhich is female or female-ish. Dialogue: 0,0:10:32.58,0:10:34.54,Default,,0000,0000,0000,,That's kind of difficult there, Dialogue: 0,0:10:34.54,0:10:36.82,Default,,0000,0000,0000,,and then the ones that are adult--\Nwhatever adult means-- Dialogue: 0,0:10:36.82,0:10:37.99,Default,,0000,0000,0000,,at least that's a definition. Dialogue: 0,0:10:37.99,0:10:40.12,Default,,0000,0000,0000,,We can argue whether\Nit's the right definition or not. Dialogue: 0,0:10:40.12,0:10:45.38,Default,,0000,0000,0000,,But we get a number which is not 37,\Nmuch better than 37. Dialogue: 0,0:10:45.38,0:10:48.11,Default,,0000,0000,0000,,So, I want this so that\Nwe can actually come up with answers Dialogue: 0,0:10:48.11,0:10:50.20,Default,,0000,0000,0000,,to some of these questions. Dialogue: 0,0:10:50.20,0:10:53.58,Default,,0000,0000,0000,,So, and again, tools--\NI would really like to have tools Dialogue: 0,0:10:53.58,0:10:55.28,Default,,0000,0000,0000,,that show implications of claims. Dialogue: 0,0:10:55.28,0:10:59.43,Default,,0000,0000,0000,,So, that shows that\Nthe Eiffel Tower is a location. Dialogue: 0,0:10:59.43,0:11:04.14,Default,,0000,0000,0000,,Whether it is or not in the real world,\Nis somehow kind of irrelevant. Dialogue: 0,0:11:04.14,0:11:10.02,Default,,0000,0000,0000,,We can argue whether the Eiffel Tower\Nis a location or has a location. Dialogue: 0,0:11:10.02,0:11:12.78,Default,,0000,0000,0000,,Philosophers probably\Nhave argued for decades Dialogue: 0,0:11:12.78,0:11:14.78,Default,,0000,0000,0000,,over whether this is the case or not. Dialogue: 0,0:11:14.78,0:11:15.91,Default,,0000,0000,0000,,I don't care. Dialogue: 0,0:11:15.91,0:11:19.83,Default,,0000,0000,0000,,Just come up with an answer that makes\Nat least a little bit of sense, Dialogue: 0,0:11:19.83,0:11:23.30,Default,,0000,0000,0000,,and I'll be happy. Dialogue: 0,0:11:23.30,0:11:24.76,Default,,0000,0000,0000,,So, I want a tool that'll do that. Dialogue: 0,0:11:24.76,0:11:26.65,Default,,0000,0000,0000,,I want, essentially,\Na tool that will tell me Dialogue: 0,0:11:26.65,0:11:28.79,Default,,0000,0000,0000,,what's true at a particular time. Dialogue: 0,0:11:28.79,0:11:32.89,Default,,0000,0000,0000,,So, how big is the Aral Sea? Dialogue: 0,0:11:34.53,0:11:38.56,Default,,0000,0000,0000,,It's certainly not 22,000 square miles. Dialogue: 0,0:11:38.56,0:11:41.53,Default,,0000,0000,0000,,It's much, much smaller than that, Dialogue: 0,0:11:41.53,0:11:46.86,Default,,0000,0000,0000,,but the claims on the Aral Sea\Nare historical claims. Dialogue: 0,0:11:46.86,0:11:49.24,Default,,0000,0000,0000,,What's true now? Dialogue: 0,0:11:49.24,0:11:51.61,Default,,0000,0000,0000,,I think, 3,000 square miles. Dialogue: 0,0:11:51.61,0:11:56.100,Default,,0000,0000,0000,,Anyway, it's a mere puddle\Nof its former self, you might say. Dialogue: 0,0:11:56.100,0:12:00.22,Default,,0000,0000,0000,,I would also like tools\Nthat help in cleaning the data. Dialogue: 0,0:12:00.22,0:12:02.30,Default,,0000,0000,0000,,So, what are inconsistencies? Dialogue: 0,0:12:02.30,0:12:05.38,Default,,0000,0000,0000,,Is there something\Nthat's both a rock and a human. Dialogue: 0,0:12:05.38,0:12:09.34,Default,,0000,0000,0000,,Well, right now,\Nis that a problem in Wikidata? Dialogue: 0,0:12:09.34,0:12:11.70,Default,,0000,0000,0000,,Well, there are these\Nconstraint mechanisms, Dialogue: 0,0:12:11.70,0:12:13.04,Default,,0000,0000,0000,,but they're kind of weak, Dialogue: 0,0:12:13.04,0:12:15.84,Default,,0000,0000,0000,,and they're not used very well\Nin many places. Dialogue: 0,0:12:15.84,0:12:21.56,Default,,0000,0000,0000,,So, I would really like to have some tool\Nwhich essentially says, "No! Dialogue: 0,0:12:21.56,0:12:23.79,Default,,0000,0000,0000,,You can't have a rock and a human! Dialogue: 0,0:12:23.79,0:12:28.54,Default,,0000,0000,0000,,You can have, perhaps,\Na human and a Klingon, Dialogue: 0,0:12:28.54,0:12:31.78,Default,,0000,0000,0000,,but rocks and humans, just, no." Dialogue: 0,0:12:35.98,0:12:39.41,Default,,0000,0000,0000,,There's an old science fiction story\Ncalled {\i1}The God Makers{\i0} Dialogue: 0,0:12:39.41,0:12:42.52,Default,,0000,0000,0000,,where they take a rock [inaudible],\Nmake it into a God, Dialogue: 0,0:12:42.52,0:12:45.08,Default,,0000,0000,0000,,so maybe a rock\Ncould be a person in that sense. Dialogue: 0,0:12:45.08,0:12:47.04,Default,,0000,0000,0000,,But human, no. Dialogue: 0,0:12:47.88,0:12:49.05,Default,,0000,0000,0000,,Hm? Dialogue: 0,0:12:52.32,0:12:58.06,Default,,0000,0000,0000,,(man) Are you asking for\Nexhaustive disjunction? Dialogue: 0,0:12:59.30,0:13:02.05,Default,,0000,0000,0000,,[inaudible] Dialogue: 0,0:13:02.05,0:13:06.02,Default,,0000,0000,0000,,(Peter) No, I'm not asking for\Nexhaustive decompositions. Dialogue: 0,0:13:06.02,0:13:07.39,Default,,0000,0000,0000,,Just junctions. Dialogue: 0,0:13:07.39,0:13:09.40,Default,,0000,0000,0000,,I mean, in some sense-- Dialogue: 0,0:13:09.40,0:13:10.49,Default,,0000,0000,0000,,In what? Dialogue: 0,0:13:10.49,0:13:11.62,Default,,0000,0000,0000,,(woman) That's undecidable. Dialogue: 0,0:13:11.62,0:13:15.36,Default,,0000,0000,0000,,(Peter) What? No, well,\Nyou mean not logically. Dialogue: 0,0:13:15.36,0:13:18.96,Default,,0000,0000,0000,,So, the question is\Nwhether we can actually, Dialogue: 0,0:13:18.96,0:13:22.06,Default,,0000,0000,0000,,can have exhaustive definition, Dialogue: 0,0:13:22.06,0:13:23.74,Default,,0000,0000,0000,,exhaustive disjunctions? Dialogue: 0,0:13:23.75,0:13:24.77,Default,,0000,0000,0000,,Well... Dialogue: 0,0:13:24.77,0:13:28.47,Default,,0000,0000,0000,,(man) That's pricey, right?\NTo find out that bots are... yeah. Dialogue: 0,0:13:29.87,0:13:32.70,Default,,0000,0000,0000,,(man 2) To say that rocks\Nare disjoint from humans is easy, Dialogue: 0,0:13:32.70,0:13:36.04,Default,,0000,0000,0000,,but to do that in all the cases\Nyou're going to want it, is-- Dialogue: 0,0:13:36.04,0:13:37.20,Default,,0000,0000,0000,,(Peter) It's computation. Dialogue: 0,0:13:37.20,0:13:39.96,Default,,0000,0000,0000,,Yes, now we have a problem\Nwith computational costs, right? Dialogue: 0,0:13:39.96,0:13:41.46,Default,,0000,0000,0000,,Yeah. Dialogue: 0,0:13:42.06,0:13:49.06,Default,,0000,0000,0000,,The computational cost of deciding it\Nfor Wikidata as it exists right now, Dialogue: 0,0:13:49.06,0:13:55.42,Default,,0000,0000,0000,,is not impossible,\Nit's just computationally non-trivial. Dialogue: 0,0:13:55.42,0:13:58.74,Default,,0000,0000,0000,,So given that the query service\Nis running out of [inaudible], Dialogue: 0,0:13:58.74,0:14:04.02,Default,,0000,0000,0000,,so to do this right, requires tools\Nthat actually think a little bit. Dialogue: 0,0:14:04.02,0:14:06.77,Default,,0000,0000,0000,,And that's going to require computation. Dialogue: 0,0:14:06.77,0:14:08.03,Default,,0000,0000,0000,,How much computation? Dialogue: 0,0:14:08.03,0:14:10.82,Default,,0000,0000,0000,,Well, it's not the heat death\Nof the universe, Dialogue: 0,0:14:10.82,0:14:14.21,Default,,0000,0000,0000,,it's tomorrow, perhaps,\Nor two seconds from now. Dialogue: 0,0:14:14.21,0:14:18.42,Default,,0000,0000,0000,,But two seconds times\Nhow many million things are in Wikidata Dialogue: 0,0:14:18.42,0:14:21.67,Default,,0000,0000,0000,,is getting to be a reasonably big number. Dialogue: 0,0:14:21.67,0:14:22.80,Default,,0000,0000,0000,,One of the things you can do Dialogue: 0,0:14:22.80,0:14:25.80,Default,,0000,0000,0000,,is this thing doesn't have to be\Ncompletely run in one thing. Dialogue: 0,0:14:25.80,0:14:31.21,Default,,0000,0000,0000,,You can farm these out into other systems. Dialogue: 0,0:14:31.21,0:14:36.42,Default,,0000,0000,0000,,We don't have to have everything\Nall in one computer. Dialogue: 0,0:14:36.42,0:14:38.42,Default,,0000,0000,0000,,And, of course,\NGoogle just gave us the answer. Dialogue: 0,0:14:38.42,0:14:40.59,Default,,0000,0000,0000,,We can just put it on\Nthis new Google quantum computer, Dialogue: 0,0:14:40.59,0:14:42.10,Default,,0000,0000,0000,,and it'll do everything forever. Dialogue: 0,0:14:42.10,0:14:44.91,Default,,0000,0000,0000,,(woman) But it sounds like\Nyou're asking for OWL, and-- Dialogue: 0,0:14:44.91,0:14:46.55,Default,,0000,0000,0000,,(Peter) No, I'm asking for part of OWL. Dialogue: 0,0:14:46.55,0:14:48.87,Default,,0000,0000,0000,,(woman) You've been asking for\Na lot of things about OWL, Dialogue: 0,0:14:48.87,0:14:50.36,Default,,0000,0000,0000,,and that just is not possible. Dialogue: 0,0:14:50.36,0:14:53.55,Default,,0000,0000,0000,,That's why Wikidata works,\Nis because it's not OWL. Dialogue: 0,0:14:53.55,0:14:55.64,Default,,0000,0000,0000,,There are actually things\Nthat you can compute with. Dialogue: 0,0:14:55.64,0:15:00.52,Default,,0000,0000,0000,,(Peter) So, I am asking for\Na bigger part of OWL, Dialogue: 0,0:15:00.52,0:15:02.66,Default,,0000,0000,0000,,not all of it, yeah? Dialogue: 0,0:15:02.66,0:15:07.31,Default,,0000,0000,0000,,Well, I mean, so the question is, Dialogue: 0,0:15:07.31,0:15:09.21,Default,,0000,0000,0000,,is Wikidata going to spend the effort Dialogue: 0,0:15:09.21,0:15:13.78,Default,,0000,0000,0000,,to buy another, perhaps, ten computers\Nto crunch away on this permanently, Dialogue: 0,0:15:13.78,0:15:18.32,Default,,0000,0000,0000,,or is it going to spend the effort\Nof having a whole bunch of people Dialogue: 0,0:15:18.32,0:15:20.72,Default,,0000,0000,0000,,argue about it, or whatever. Dialogue: 0,0:15:20.72,0:15:25.23,Default,,0000,0000,0000,,And my view is computers are dirt cheap. Dialogue: 0,0:15:25.23,0:15:30.77,Default,,0000,0000,0000,,I mean, I'm willing to pony up\Nsome of my very own money Dialogue: 0,0:15:30.77,0:15:34.46,Default,,0000,0000,0000,,to buy Wikidata another computer\Nto do this stuff, Dialogue: 0,0:15:34.46,0:15:36.46,Default,,0000,0000,0000,,because I think it's important. Dialogue: 0,0:15:36.46,0:15:38.06,Default,,0000,0000,0000,,(man) [inaudible] Dialogue: 0,0:15:38.06,0:15:39.76,Default,,0000,0000,0000,,Yes. (laughs) Dialogue: 0,0:15:39.76,0:15:42.86,Default,,0000,0000,0000,,I didn't say I would give it\Nto Wikimedia Foundation. Dialogue: 0,0:15:45.06,0:15:49.34,Default,,0000,0000,0000,,But I'm not asking for things\Nthat are trivial. Dialogue: 0,0:15:49.34,0:15:52.31,Default,,0000,0000,0000,,I'm asking for things\Nthat require compute power, Dialogue: 0,0:15:52.31,0:15:57.04,Default,,0000,0000,0000,,that require intellectual power,\Nthat require the community to do things. Dialogue: 0,0:15:57.04,0:15:58.80,Default,,0000,0000,0000,,The community is doing\Nsome of these things. Dialogue: 0,0:15:58.80,0:16:02.96,Default,,0000,0000,0000,,I found out that there is this property\Nwhich essentially says, Dialogue: 0,0:16:02.96,0:16:06.72,Default,,0000,0000,0000,,"Hey, here's how\Nyou're supposed to use this thing." Dialogue: 0,0:16:06.72,0:16:09.22,Default,,0000,0000,0000,,I forget the exact name of it. Dialogue: 0,0:16:09.22,0:16:12.98,Default,,0000,0000,0000,,User instructions,\NI thought it was three words. Dialogue: 0,0:16:12.98,0:16:18.24,Default,,0000,0000,0000,,Whatever, anyway,\Nit essentially says-- and it's on male. Dialogue: 0,0:16:18.24,0:16:19.85,Default,,0000,0000,0000,,And there was a big argument about it. Dialogue: 0,0:16:19.85,0:16:21.72,Default,,0000,0000,0000,,The trouble is it's not supported at all. Dialogue: 0,0:16:21.72,0:16:24.60,Default,,0000,0000,0000,,There was this plan to have this property\Nand have it supported, Dialogue: 0,0:16:24.60,0:16:25.90,Default,,0000,0000,0000,,to have it show up everywhere, Dialogue: 0,0:16:25.90,0:16:30.34,Default,,0000,0000,0000,,so that people would realize\Nthat human-- in other words, Dialogue: 0,0:16:30.34,0:16:34.07,Default,,0000,0000,0000,,you don't use person for humans,\Nright now it's stuck on the description. Dialogue: 0,0:16:34.07,0:16:35.94,Default,,0000,0000,0000,,And it's stuck on\Na very short description. Dialogue: 0,0:16:35.94,0:16:38.70,Default,,0000,0000,0000,,And it's very hard to figure out\Nwhat it really means, Dialogue: 0,0:16:38.70,0:16:41.71,Default,,0000,0000,0000,,and only a few classes have these things. Dialogue: 0,0:16:41.71,0:16:45.12,Default,,0000,0000,0000,,So, we go up in the class hierarchy\Nto these more general things, Dialogue: 0,0:16:45.12,0:16:47.37,Default,,0000,0000,0000,,it's very hard to figure out\Nwhat belongs to them, Dialogue: 0,0:16:47.37,0:16:48.80,Default,,0000,0000,0000,,is what doesn't belong to them. Dialogue: 0,0:16:48.80,0:16:51.73,Default,,0000,0000,0000,,So it's no surprise\Nthat people use them the wrong way. Dialogue: 0,0:16:51.73,0:16:56.42,Default,,0000,0000,0000,,Because the people in this room--\Nor metaphorically in this room-- Dialogue: 0,0:16:56.42,0:17:00.68,Default,,0000,0000,0000,,may understand that geographic location\Nis used for a particular purpose, Dialogue: 0,0:17:00.68,0:17:03.22,Default,,0000,0000,0000,,but even me-- Dialogue: 0,0:17:03.22,0:17:06.41,Default,,0000,0000,0000,,I think I have a fairly good background\Nin representing things-- Dialogue: 0,0:17:06.41,0:17:11.07,Default,,0000,0000,0000,,don't know the answer to that,\Nor at least, it requires me to spend Dialogue: 0,0:17:11.07,0:17:13.47,Default,,0000,0000,0000,,at least an hour of effort\Nto get a good answer to that. Dialogue: 0,0:17:13.47,0:17:16.70,Default,,0000,0000,0000,,And that's really not scalable. Dialogue: 0,0:17:16.70,0:17:18.35,Default,,0000,0000,0000,,So, I'm not asking for nothing, Dialogue: 0,0:17:18.35,0:17:20.47,Default,,0000,0000,0000,,I'm asking for lots of things, Dialogue: 0,0:17:20.47,0:17:24.16,Default,,0000,0000,0000,,but the trouble is, I mean, I think-- Dialogue: 0,0:17:24.16,0:17:27.37,Default,,0000,0000,0000,,well, I think I'm important\Nbut anyway, you can ignore me. Dialogue: 0,0:17:27.37,0:17:30.99,Default,,0000,0000,0000,,I think that I'm a pretty good\Nuse case for Wikidata. Dialogue: 0,0:17:30.99,0:17:34.33,Default,,0000,0000,0000,,I really want, not just a bit of Wikidata, Dialogue: 0,0:17:34.33,0:17:36.33,Default,,0000,0000,0000,,I want a lot of it. Dialogue: 0,0:17:36.33,0:17:42.50,Default,,0000,0000,0000,,And I work for a very big company\Nbut the part of that company Dialogue: 0,0:17:42.50,0:17:47.91,Default,,0000,0000,0000,,that needs, or wants,\Nor cares about Wikidata is quite small. Dialogue: 0,0:17:47.91,0:17:52.93,Default,,0000,0000,0000,,So, if I worked for a company\Nthat really cared about data, Dialogue: 0,0:17:52.93,0:17:55.56,Default,,0000,0000,0000,,and was willing to put\Nhundreds of millions of dollars Dialogue: 0,0:17:55.56,0:17:59.98,Default,,0000,0000,0000,,into curating Wikidata,\Nand put it into their own knowledge graph, Dialogue: 0,0:17:59.98,0:18:02.65,Default,,0000,0000,0000,,using Wikidata would be no problem. Dialogue: 0,0:18:02.65,0:18:07.61,Default,,0000,0000,0000,,My company, perhaps,\Nhas a million dollars to take Wikidata Dialogue: 0,0:18:07.61,0:18:09.43,Default,,0000,0000,0000,,and put it into a knowledge graph. Dialogue: 0,0:18:09.43,0:18:13.10,Default,,0000,0000,0000,,A million dollars\Ndoesn't go very far these days. Dialogue: 0,0:18:13.10,0:18:17.48,Default,,0000,0000,0000,,So, the problem--\Nand let me say something Dialogue: 0,0:18:17.48,0:18:22.10,Default,,0000,0000,0000,,that actually isn't in the slides,\Nbut which I really firmly believe in. Dialogue: 0,0:18:22.10,0:18:24.39,Default,,0000,0000,0000,,The problem with Wikidata not-- Dialogue: 0,0:18:24.39,0:18:27.74,Default,,0000,0000,0000,,Wikidata's great, Dialogue: 0,0:18:27.74,0:18:33.31,Default,,0000,0000,0000,,but to really use it,\Nyou have to spend a lot of effort. Dialogue: 0,0:18:33.31,0:18:39.78,Default,,0000,0000,0000,,And most companies,\Nand most individuals, and most groups Dialogue: 0,0:18:39.78,0:18:46.07,Default,,0000,0000,0000,,can't expend that amount of effort\Nto really use it well. Dialogue: 0,0:18:46.07,0:18:51.71,Default,,0000,0000,0000,,I think that on the Wikidata side,\Nthey should try to be greater Dialogue: 0,0:18:51.71,0:18:54.95,Default,,0000,0000,0000,,so that more people could really use it. Dialogue: 0,0:18:54.95,0:18:59.46,Default,,0000,0000,0000,,And that's really, I think,\Nthe guts of this presentation Dialogue: 0,0:18:59.46,0:19:04.00,Default,,0000,0000,0000,,is that if Wikidata community\Nimproved Wikidata Dialogue: 0,0:19:04.00,0:19:08.36,Default,,0000,0000,0000,,so it would be more clear\Nas to what's going on, Dialogue: 0,0:19:08.36,0:19:10.74,Default,,0000,0000,0000,,then more people\Ncould put information into it Dialogue: 0,0:19:10.74,0:19:12.09,Default,,0000,0000,0000,,without making mistakes, Dialogue: 0,0:19:12.09,0:19:15.40,Default,,0000,0000,0000,,and more people could use it\Nwithout having to spend a lot of time Dialogue: 0,0:19:15.40,0:19:17.19,Default,,0000,0000,0000,,to curate it. Dialogue: 0,0:19:18.09,0:19:23.69,Default,,0000,0000,0000,,Alright, so, we've gone through\Nlots of this stuff. Dialogue: 0,0:19:25.29,0:19:27.52,Default,,0000,0000,0000,,Let me just say a few things. Dialogue: 0,0:19:27.52,0:19:33.40,Default,,0000,0000,0000,,So, I've looked at a fair bit of Wikidata, Dialogue: 0,0:19:33.40,0:19:37.34,Default,,0000,0000,0000,,and every time I look, I find a problem. Dialogue: 0,0:19:37.34,0:19:39.66,Default,,0000,0000,0000,,That's bad. Dialogue: 0,0:19:40.86,0:19:42.58,Default,,0000,0000,0000,,I haven't done a quantitative study, Dialogue: 0,0:19:42.58,0:19:44.26,Default,,0000,0000,0000,,and somebody should do\Na quantitative study Dialogue: 0,0:19:44.26,0:19:46.85,Default,,0000,0000,0000,,of some of these things,\Nit would require a lot of work to do it, Dialogue: 0,0:19:46.85,0:19:50.03,Default,,0000,0000,0000,,but essentially, I look at something\Nand I find a problem, Dialogue: 0,0:19:50.03,0:19:51.14,Default,,0000,0000,0000,,and that's not great. Dialogue: 0,0:19:51.14,0:19:52.43,Default,,0000,0000,0000,,I find missing information. Dialogue: 0,0:19:52.43,0:19:57.57,Default,,0000,0000,0000,,But I don't have anything to say about\Nadding in missing information. Dialogue: 0,0:19:57.57,0:19:59.46,Default,,0000,0000,0000,,Yes, Dan? Dialogue: 0,0:20:00.06,0:20:02.36,Default,,0000,0000,0000,,(Dan) With respect,\Nyou always find problems. Dialogue: 0,0:20:02.36,0:20:03.37,Default,,0000,0000,0000,,(Peter) Yes. Dialogue: 0,0:20:03.37,0:20:04.71,Default,,0000,0000,0000,,(audience laughs) Dialogue: 0,0:20:04.71,0:20:07.55,Default,,0000,0000,0000,,I am very good at finding problems. Dialogue: 0,0:20:07.55,0:20:13.30,Default,,0000,0000,0000,,Actually, so one of the problems\Nthat I have, the problem with "woman"-- Dialogue: 0,0:20:13.30,0:20:15.10,Default,,0000,0000,0000,,(laughter) Dialogue: 0,0:20:15.10,0:20:17.73,Default,,0000,0000,0000,,The problem with--\NI didn't find the problem with "woman". Dialogue: 0,0:20:17.73,0:20:19.93,Default,,0000,0000,0000,,(chuckles) Dialogue: 0,0:20:19.93,0:20:22.63,Default,,0000,0000,0000,,Turns out that a co-worker,\NI showed her a page, Dialogue: 0,0:20:22.63,0:20:25.31,Default,,0000,0000,0000,,where I had found a different problem\Nand she looked at it Dialogue: 0,0:20:25.31,0:20:27.16,Default,,0000,0000,0000,,and said, "Oh, 'woman'." Dialogue: 0,0:20:27.16,0:20:28.80,Default,,0000,0000,0000,,And so she found that problem Dialogue: 0,0:20:28.80,0:20:32.39,Default,,0000,0000,0000,,on a display that I already\Nfound the problem. Dialogue: 0,0:20:32.39,0:20:35.87,Default,,0000,0000,0000,,So, missing information-- Dialogue: 0,0:20:35.87,0:20:38.23,Default,,0000,0000,0000,,there just should be\Nmore information in Wikidata. Dialogue: 0,0:20:38.23,0:20:39.90,Default,,0000,0000,0000,,There's factual errors in Wikidata, Dialogue: 0,0:20:39.90,0:20:41.43,Default,,0000,0000,0000,,but everybody's got factual errors. Dialogue: 0,0:20:41.43,0:20:43.08,Default,,0000,0000,0000,,Bots make it a little bit worse. Dialogue: 0,0:20:43.08,0:20:45.61,Default,,0000,0000,0000,,There's problems with the ontology, Dialogue: 0,0:20:45.61,0:20:48.54,Default,,0000,0000,0000,,which I think is a place that-- Dialogue: 0,0:20:48.54,0:20:53.05,Default,,0000,0000,0000,,you can expend effort there\Nand really improve quite a lot of things. Dialogue: 0,0:20:53.05,0:20:55.55,Default,,0000,0000,0000,,And then there's also\Nthe problems with qualifiers, Dialogue: 0,0:20:55.55,0:20:57.21,Default,,0000,0000,0000,,and really temporal qualifiers. Dialogue: 0,0:20:57.21,0:21:00.90,Default,,0000,0000,0000,,It's very hard to figure out\Nwhat's true at a particular time Dialogue: 0,0:21:00.90,0:21:03.57,Default,,0000,0000,0000,,because there's a whole bunch of\Ntemporal qualifiers Dialogue: 0,0:21:03.57,0:21:05.69,Default,,0000,0000,0000,,that could be relevant. Dialogue: 0,0:21:05.69,0:21:09.02,Default,,0000,0000,0000,,Which ones count and which ones get used, Dialogue: 0,0:21:09.02,0:21:10.55,Default,,0000,0000,0000,,and are they going to stay the same? Dialogue: 0,0:21:10.55,0:21:12.40,Default,,0000,0000,0000,,Are we going to add a new one tomorrow? Dialogue: 0,0:21:12.40,0:21:15.47,Default,,0000,0000,0000,,So then I have to change\Nevery one of my programs. Dialogue: 0,0:21:15.47,0:21:18.87,Default,,0000,0000,0000,,I really think all this kind of stuff,\Nit would be better to hide that Dialogue: 0,0:21:18.87,0:21:21.84,Default,,0000,0000,0000,,from the consumer\Nso that Wikidata would just say, Dialogue: 0,0:21:21.84,0:21:24.50,Default,,0000,0000,0000,,"Okay, you want to know\Nwhat's true at time X? Dialogue: 0,0:21:24.50,0:21:27.65,Default,,0000,0000,0000,,Here's an interface that tells you\Nwhat's true at time X," Dialogue: 0,0:21:27.65,0:21:31.39,Default,,0000,0000,0000,,instead of having me\Nto write all of this stuff. Dialogue: 0,0:21:35.67,0:21:37.35,Default,,0000,0000,0000,,It's on, I think it's on. Dialogue: 0,0:21:37.35,0:21:39.09,Default,,0000,0000,0000,,Yeah. Dialogue: 0,0:21:40.29,0:21:47.29,Default,,0000,0000,0000,,(man) I think you like the idea\Nof what is possible with Wikidata, Dialogue: 0,0:21:47.29,0:21:53.09,Default,,0000,0000,0000,,but you say that it's not used\Nlike your idea. Dialogue: 0,0:21:54.19,0:22:00.56,Default,,0000,0000,0000,,So if, from my perspective,\NWikidata is a collection of statements Dialogue: 0,0:22:00.56,0:22:05.42,Default,,0000,0000,0000,,from persons and from machines,\Nand so on, and some might be true, Dialogue: 0,0:22:05.42,0:22:09.41,Default,,0000,0000,0000,,some might be discussable. Dialogue: 0,0:22:09.41,0:22:12.64,Default,,0000,0000,0000,,What you could do would be,\Nfrom my perspective, Dialogue: 0,0:22:12.64,0:22:16.30,Default,,0000,0000,0000,,you could use a computational intelligence Dialogue: 0,0:22:16.30,0:22:21.54,Default,,0000,0000,0000,,to score the statements\Nif they are... Dialogue: 0,0:22:21.54,0:22:24.04,Default,,0000,0000,0000,,(speaking German) Dialogue: 0,0:22:24.04,0:22:25.34,Default,,0000,0000,0000,,...contradictory, Dialogue: 0,0:22:25.34,0:22:27.67,Default,,0000,0000,0000,,or if they are common sense. Dialogue: 0,0:22:27.67,0:22:31.73,Default,,0000,0000,0000,,So you could score them,\Nand then you can filter on the score, Dialogue: 0,0:22:31.73,0:22:34.44,Default,,0000,0000,0000,,and then you have what you wanted. Dialogue: 0,0:22:34.44,0:22:39.43,Default,,0000,0000,0000,,(Peter) Possibly, except without a notion\Nof what things mean in WIkidata, Dialogue: 0,0:22:39.43,0:22:42.45,Default,,0000,0000,0000,,I can't even figure out\Nwhether two things are contradictory. Dialogue: 0,0:22:42.45,0:22:44.58,Default,,0000,0000,0000,,I mean, there's constraints\Nand that helps, Dialogue: 0,0:22:44.58,0:22:48.44,Default,,0000,0000,0000,,but I don't think that's a full solution. Dialogue: 0,0:22:48.44,0:22:53.42,Default,,0000,0000,0000,,And common sense--\NI don't have much common sense Dialogue: 0,0:22:53.42,0:22:56.67,Default,,0000,0000,0000,,and my programs have a lot less than I do. Dialogue: 0,0:22:56.67,0:23:01.45,Default,,0000,0000,0000,,We could write a lot of stuff\Nwhich tries to say some things Dialogue: 0,0:23:01.45,0:23:05.21,Default,,0000,0000,0000,,about common sense, but, again,\NI think that requires an understanding Dialogue: 0,0:23:05.21,0:23:06.65,Default,,0000,0000,0000,,of what's going on. Dialogue: 0,0:23:06.65,0:23:11.12,Default,,0000,0000,0000,,And yes, so Wikidata has references\Nwhich are supposed to be some notion Dialogue: 0,0:23:11.12,0:23:13.92,Default,,0000,0000,0000,,of what's really supported, Dialogue: 0,0:23:13.92,0:23:20.60,Default,,0000,0000,0000,,except, here's a problem,\Nand it's very hard to see this. Dialogue: 0,0:23:20.60,0:23:23.29,Default,,0000,0000,0000,,Here's a problem with Wikidata\Nfrom a while ago. Dialogue: 0,0:23:23.29,0:23:25.82,Default,,0000,0000,0000,,This is a movie\Nthat's got three directors listed-- Dialogue: 0,0:23:25.82,0:23:29.72,Default,,0000,0000,0000,,the {\i1}Corpse Bride{\i0}--\Nand it's got Mike Johnson, twice. Dialogue: 0,0:23:29.72,0:23:32.72,Default,,0000,0000,0000,,Different Mike Johnsons. Dialogue: 0,0:23:32.72,0:23:36.37,Default,,0000,0000,0000,,And they both have a lot of references. Dialogue: 0,0:23:36.37,0:23:40.04,Default,,0000,0000,0000,,So there's a lot of things\Nthat say that {\i1}Corpse Bride{\i0} Dialogue: 0,0:23:40.04,0:23:44.90,Default,,0000,0000,0000,,has got two different Mike Johnsons\Nas directors. Dialogue: 0,0:23:44.90,0:23:48.49,Default,,0000,0000,0000,,And there they are,\None is a director, one is a singer. Dialogue: 0,0:23:48.49,0:23:52.27,Default,,0000,0000,0000,,What happened, some bot went through\Nand accidentally did a bad thing Dialogue: 0,0:23:52.27,0:23:55.46,Default,,0000,0000,0000,,in Italian Wikipedia--\Ngot the wrong thing in there-- Dialogue: 0,0:23:55.46,0:23:57.80,Default,,0000,0000,0000,,and then a bunch of other bots piled on Dialogue: 0,0:23:57.80,0:24:00.65,Default,,0000,0000,0000,,and essentially created false references. Dialogue: 0,0:24:00.65,0:24:02.25,Default,,0000,0000,0000,,So, this is a real problem. Dialogue: 0,0:24:02.25,0:24:06.14,Default,,0000,0000,0000,,So, seven references! Dialogue: 0,0:24:06.14,0:24:07.84,Default,,0000,0000,0000,,That's really good. Dialogue: 0,0:24:07.84,0:24:10.02,Default,,0000,0000,0000,,And they're not crap references. Dialogue: 0,0:24:10.02,0:24:16.36,Default,,0000,0000,0000,,They're some movie databases--\Nreal things. Dialogue: 0,0:24:16.36,0:24:18.76,Default,,0000,0000,0000,,So, that's one of the things. Dialogue: 0,0:24:18.76,0:24:21.36,Default,,0000,0000,0000,,Here's another one--\Nthere's the Aral Sea. Dialogue: 0,0:24:23.06,0:24:28.34,Default,,0000,0000,0000,,These are the biggest--\Nby volume-- lakes in the world. Dialogue: 0,0:24:28.34,0:24:33.22,Default,,0000,0000,0000,,There's the Aral Sea.\NThat comes from Wikidata, by the way. Dialogue: 0,0:24:33.22,0:24:36.43,Default,,0000,0000,0000,,There's Lake Michigan-Huron. Dialogue: 0,0:24:36.43,0:24:38.55,Default,,0000,0000,0000,,I didn't realize\Nthere was a Lake Michigan-Huron, Dialogue: 0,0:24:38.55,0:24:40.93,Default,,0000,0000,0000,,and I live on one of them. Dialogue: 0,0:24:41.87,0:24:43.58,Default,,0000,0000,0000,,So, here we have two problems. Dialogue: 0,0:24:43.58,0:24:47.17,Default,,0000,0000,0000,,This is an ontological problem--\Nwhat's a lake? Dialogue: 0,0:24:47.17,0:24:50.43,Default,,0000,0000,0000,,And so is Lake Michigan-Huron a lake? Dialogue: 0,0:24:50.43,0:24:52.81,Default,,0000,0000,0000,,Well, don't know. Dialogue: 0,0:24:52.81,0:24:56.65,Default,,0000,0000,0000,,This one here\Nis a temporal qualifier problem-- Dialogue: 0,0:24:56.65,0:24:59.72,Default,,0000,0000,0000,,how big is the Aral Sea now? Dialogue: 0,0:24:59.72,0:25:02.18,Default,,0000,0000,0000,,Not 22,000 square miles. Dialogue: 0,0:25:02.18,0:25:04.64,Default,,0000,0000,0000,,Not 11,000 square miles. Dialogue: 0,0:25:04.64,0:25:10.28,Default,,0000,0000,0000,,So, what is it?\NSorry, 26,000 square miles. Dialogue: 0,0:25:10.28,0:25:13.61,Default,,0000,0000,0000,,Although this is something\Nfrom Google, of course, Dialogue: 0,0:25:13.61,0:25:15.61,Default,,0000,0000,0000,,but that's in there. Dialogue: 0,0:25:15.61,0:25:20.99,Default,,0000,0000,0000,,So anyway, I got a bunch of other things\Nalong these lines, Dialogue: 0,0:25:20.99,0:25:23.26,Default,,0000,0000,0000,,which you can see if you care, Dialogue: 0,0:25:23.26,0:25:26.64,Default,,0000,0000,0000,,but I've given you my suggestions already, Dialogue: 0,0:25:26.64,0:25:29.84,Default,,0000,0000,0000,,you can either like my suggestions or not, Dialogue: 0,0:25:29.84,0:25:32.49,Default,,0000,0000,0000,,but I've-- woah-- (chuckles) Dialogue: 0,0:25:33.43,0:25:35.86,Default,,0000,0000,0000,,I think I've sort of\Nsupported some things. Dialogue: 0,0:25:35.86,0:25:37.100,Default,,0000,0000,0000,,So, anyway, I had questions in the middle, Dialogue: 0,0:25:37.100,0:25:40.45,Default,,0000,0000,0000,,and we are done,\Nare we having a question or not? Dialogue: 0,0:25:40.45,0:25:41.90,Default,,0000,0000,0000,,- (woman) We're done.\N- (Peter) Okay. Dialogue: 0,0:25:41.90,0:25:44.40,Default,,0000,0000,0000,,- (woman) Sorry, that's it.\N- (Peter) (laughs) Dialogue: 0,0:25:44.40,0:25:47.40,Default,,0000,0000,0000,,(audience applause)