{"id":18,"date":"2021-10-14T19:14:58","date_gmt":"2021-10-14T19:14:58","guid":{"rendered":"https:\/\/www.isi.edu\/centers-ckg\/?page_id=18"},"modified":"2024-10-31T20:49:57","modified_gmt":"2024-10-31T20:49:57","slug":"current-projects","status":"publish","type":"page","link":"https:\/\/www.isi.edu\/centers-ckg\/projects\/current-projects\/","title":{"rendered":"Current Projects"},"content":{"rendered":"\n\n\t<a onclick=\"topFunction()\" id=\"toTop\" aria-label=\"Go to top\">\n<\/a>\n<header><h2>Current Projects<\/h2><ul><li><a href=\"#ads\">Automating Data Science<\/a><\/li><li><a href=\"#brainteaser\">Brain Teaser<\/a><\/li><li><a href=\"#car\">Causal Reasoning<\/a><\/li><li><a href=\"#cor\">Commonsense Reasoning<\/a><\/li><li><a href=\"#dm\">Datamart<\/a><\/li><li><a href=\"#tkg\">In-context Learning (TKG)<\/a><\/li><li><a href=\"#ism\">Integrating Scientific Models<\/a><\/li><li><a href=\"#ka\">Karma<\/a><\/li><li><a href=\"#kgb\">Knowledge Graphs for Business<\/a><\/li><li><a href=\"#kgt\">Knowledge Graph Toolkit<\/a><\/li><li><a href=\"#lm\">Linked Maps<\/a><\/li><li><a href=\"#marvel\">MARVEL<\/a><\/li><li><a href=\"#ssr\">Scoring Scientific Research<\/a><\/li><li><a href=\"#sm\">Semantic Modeling<\/a><\/li><li><a href=\"#tu\">Table Understanding<\/a><\/li><\/ul><\/header>\n<article>\n    <section><h2>Automating Data Science<\/h2><p>Developing technology to automate the creation of machine learning pipelines to solve a wide variety of data driven modeling problems.<a href=\"https:\/\/usc-isi-i2.github.io\/dsbox\/\" target=\"_blank\" rel=\"noopener\">Visit Automating Data Science Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/dsbox-isi.png\" alt=\"DSBox banner\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2024\/04\/brainteaser.jpg\" alt=\"Vertical Thinking Graphic\"\/><\/section>\n    <section><h2>Brain Teaser<\/h2>\n<p>A multiple-choice Question Answering task designed to test the model&#8217;s ability to exhibit lateral thinking and defy default commonsense associations.<\/p>\n<p><a href=\"https:\/\/semevalbrainteaser.github.io\/\" target=\"_blank\" rel=\"noopener\">Visit Brain Teaser Website<\/a><\/p>\n<\/section>\n<\/article>\n<article>\n    <section><h2>Causal Reasoning<\/h2><p>A novel knowledge organization system that integrates concepts of causality, factual knowledge and meta-reasoning into a model-driven knowledge graph representation to provide situational awareness.<a href=\"https:\/\/usc-isi-i2.github.io\/elicit\/\" target=\"_blank\" rel=\"noopener\">Visit Causal Reasoning Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/elicit.png\" alt=\"a arrow question mark b\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/mowgli.png\" alt=\"Elephant in a room with a basketball\"\/><\/section>\n    <section><h2>Commonsense Reasoning<\/h2><p>A Multi-modal Open World Grounded Learning and Inference project to build a system that can answer a wide range of common sense questions posed using either an image or natural language, about everyday intuitive phenomena such as abduction, analogy, causality, agency, physics, and social interactions.<a href=\"https:\/\/usc-isi-i2.github.io\/mowgli\/\" target=\"_blank\" rel=\"noopener\">Visit Commonsense Reasoning Website<\/a><\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Datamart<\/h2><p>Creating the largest publicly available knowledge graph to power data-driven models in a wide variety of domains.<a href=\"https:\/\/usc-isi-i2.github.io\/datamart\/\" target=\"_blank\" rel=\"noopener\">Visit Datamart Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/datamart.png\" alt=\"Datamart banner\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2024\/04\/tkg.jpg\" alt=\"Temporal Knowledge Graph Overview\"\/><\/section>\n    <section><h2>Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning<\/h2><p>Temporal knowledge graph (TKG) forecasting benchmarks challenge models to predict future facts using knowledge of past facts. We investigate whether and to what extent LLMs can be used for TKG forecasting using in-context learning (ICL).<a href=\"https:\/\/arxiv.org\/abs\/2305.10613\" target=\"_blank\" rel=\"noopener\">View the In-Context Learning (TKG) Paper<\/a><\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Integrating Scientific Models<\/h2><p>Model Integration through Knowledge-Rich Data and Process Composition.<a href=\"http:\/\/mint-project.info\/\" target=\"_blank\" rel=\"noopener\">Visit Integrating Scientific Models Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/mint.png\" alt=\"Mint banner\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/karma.png\" alt=\"Diagram\"\/><\/section>\n    <section><h2>Karma<\/h2><p>An information integration tool that enables users to quickly and easily integrate data from a variety of data sources including databases, spreadsheets, delimited text files, XML, JSON, KML and Web APIs.<a href=\"https:\/\/usc-isi-i2.github.io\/karma\/\" target=\"_blank\" rel=\"noopener\">Visit Karma Website<\/a><\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Knowledge Graph for Business<\/h2><p>Creating a public resource containing knowledge about businesses, their products, and their patents as well as the relationships between them, such as customer, competitor or supplier.<a href=\"https:\/\/usc-isi-i2.github.io\/bokn\/\" target=\"_blank\" rel=\"noopener\">Visit Knowledge Graph for Business Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/bokn.png\" alt=\"Diagram\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/kgtk.png\" alt=\"Knowledge Graph Banner\"\/><\/section>\n    <section><h2>Knowledge Graph Toolkit<\/h2><p>Building a comprehensive library of tools.<a href=\"https:\/\/usc-isi-i2.github.io\/kgtk\/\" target=\"_blank\" rel=\"noopener\">Visit Knowledge Graph Toolkit Website\u00a0<\/a><\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Linked Maps<\/h2><p>Exploiting Context in Cartographic Evolutionary Documents to Extract and Build Linked Spatial-Temporal Datasets.<a href=\"https:\/\/usc-isi-i2.github.io\/linked-maps\/\" target=\"_blank\" rel=\"noopener\">Visit Linked Maps Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/linked-maps.png\" alt=\"Old map\"\/><\/section>\n<\/article>\n<article>\n    <section><a href=\"https:\/\/marvel770.github.io\/\" target=\"_self\"\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2024\/10\/marvel.jpg\" alt=\"\"\/><\/a><\/section>\n    <section><h2>MARVEL<\/h2><p>MARVEL is a multidimensional AVR benchmark with 770 puzzles composed of six core knowledge patterns, geometric and abstract shapes, and five different task configurations.<a href=\"https:\/\/marvel770.github.io\/\" target=\"_blank\" rel=\"noopener\">Visit the MARVEL Website<\/a><\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Scoring Scientific Research<\/h2><p>Developing automated techniques for evaluating scientific claims and assessing the confidence of their reproducibility and applicability.<a href=\"https:\/\/usc-isi-i2.github.io\/macro-score\/\" target=\"_blank\" rel=\"noopener\">Visit Scoring Scientific Research Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/macro-score.png\" alt=\"Venn Diagram\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/semantic-modeling.png\" alt=\"Chart\"\/><\/section>\n    <section><h2>Semantic Modeling<\/h2><p>Automatically building semantic descriptions of sources.<a href=\"https:\/\/usc-isi-i2.github.io\/semantic-modeling\/\" target=\"_blank\" rel=\"noopener\">Visit Semantic Modeling Website<\/a><\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Table Understanding<\/h2><p>Extracting and Interpreting Time Series for Causal Discovery<a href=\"https:\/\/usc-isi-i2.github.io\/Timeseries\/\" target=\"_blank\" rel=\"noopener\">Visit Table Understanding Website<\/a><\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ckg\/wp-content\/uploads\/sites\/11\/2021\/10\/timeseries.png\" alt=\"Table\"\/><\/section>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>Current Projects Automating Data Science Brain Teaser Causal Reasoning Commonsense Reasoning Datamart In-context Learning (TKG) Integrating Scientific Models Karma Knowledge Graphs for Business Knowledge Graph Toolkit Linked Maps MARVEL Scoring Scientific Research Semantic Modeling Table Understanding Automating Data Science Developing technology to automate the creation of machine learning pipelines to solve a wide variety of&hellip;<\/p>\n","protected":false},"author":421,"featured_media":0,"parent":386,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"news_source":"","news_author":"","external_news_link":"","footnotes":""},"class_list":["post-18","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin 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