WEBVTT 1 00:00:13.516 --> 00:00:14.956 My name's David Weller-Fahy. 2 00:00:14.986 --> 00:00:15.966 I'm associated 3 00:00:15.966 --> 00:00:18.016 with MIT Lincoln Laboratory 4 00:00:18.016 --> 00:00:19.816 as an associate staff member. 5 00:00:20.296 --> 00:00:21.536 CHARIOT is an enrichment 6 00:00:21.536 --> 00:00:22.926 and filtering technology 7 00:00:23.206 --> 00:00:25.796 that allows analysts to use it 8 00:00:25.796 --> 00:00:27.726 to select only those documents 9 00:00:27.726 --> 00:00:29.296 out of a huge stream of documents 10 00:00:29.346 --> 00:00:31.166 that are most relevant to them 11 00:00:31.506 --> 00:00:33.416 and then highlights those documents 12 00:00:33.466 --> 00:00:35.246 to minimize the amount of time they have 13 00:00:35.246 --> 00:00:36.286 to spend reading them. 14 00:00:36.726 --> 00:00:38.406 CHARIOT solves the problem 15 00:00:38.406 --> 00:00:40.426 of analysts not having enough time 16 00:00:40.426 --> 00:00:43.196 to review all of the documents and all 17 00:00:43.196 --> 00:00:44.766 of the content that are coming at them 18 00:00:44.766 --> 00:00:45.546 on the internet. 19 00:00:45.956 --> 00:00:47.706 CHARIOT works using a combination 20 00:00:47.706 --> 00:00:49.366 of standard machine learning techniques 21 00:00:49.746 --> 00:00:51.726 as well as two novel techniques, 22 00:00:51.726 --> 00:00:54.336 one in knowledge graph generation 23 00:00:54.486 --> 00:00:57.376 and one in active learning or adapting 24 00:00:57.376 --> 00:00:59.166 to new sources of information. 25 00:00:59.766 --> 00:01:02.156 CHARIOT's benefits are really twofold. 26 00:01:02.516 --> 00:01:04.986 On the one hand you have the benefit 27 00:01:04.986 --> 00:01:06.076 of being able to go 28 00:01:06.106 --> 00:01:07.396 through more documents 29 00:01:07.666 --> 00:01:09.036 than you would otherwise be able 30 00:01:09.156 --> 00:01:09.826 to review. 31 00:01:10.156 --> 00:01:11.516 On the other hand you have the benefit 32 00:01:11.516 --> 00:01:13.676 of being able to review documents faster 33 00:01:13.676 --> 00:01:15.156 than you would otherwise be able to. 34 00:01:15.816 --> 00:01:18.346 Our system automatically highlights the 35 00:01:18.346 --> 00:01:20.326 documents and certain terms 36 00:01:20.326 --> 00:01:22.796 that may be important to their analysis 37 00:01:23.176 --> 00:01:25.266 so that analysts can very quickly 38 00:01:25.266 --> 00:01:27.246 determine whether a document will be 39 00:01:27.246 --> 00:01:28.826 useful in the future or not. 40 00:01:29.226 --> 00:01:31.756 In our trials we've increased the 41 00:01:31.756 --> 00:01:33.706 relevant content in a data stream 42 00:01:33.886 --> 00:01:36.616 from one percent to nearly 80 percent. 43 00:01:37.366 --> 00:01:40.206 CHARIOT makes an analyst's job easier 44 00:01:40.736 --> 00:01:42.466 by enriching and filtering 45 00:01:42.556 --> 00:01:44.086 relevant content.