Videos
See AI2's full collection of videos on our YouTube channel.Viewing 161-170 of 249 videos
Artificial General Intelligence: Why Aren't We There Yet?
November 6, 2017 | Gary MarcusAll purpose, all-powerful AI systems, capable of catering to our every intellectual need, have been promised for six decades, but thus far still not arrived. What will it take to bring AI to something like human-level intelligence? And why haven't we gotten there already? Scientist, author, and entrepreneur Gary…Text Summarization and Categorization for Scientific and Health-Related Data
October 30, 2017 | Arman CohanThe rapid growth of scientific literature has created a challenge for researchers to remain current with new developments. Existence of surveys summarizing the latest state of the field shows that such information is desirable, yet obtaining such summaries requires painstaking manual efforts. Scientific document…Video Understanding: From Tags to Language
October 16, 2017 | Chuang GanThe increasing ubiquity of devices capable of capturing videos has led to an explosion in the amount of recorded video content. Instead of “eyeballing” the videos for potentially useful information, it has therefore been a pressing need to develop automatic video analysis and understanding algorithms for various…Stevens Institute of Technology: President's Distinguished Lecture with Oren Etzioni
October 4, 2017 | Oren EtzioniDoes Artificial Intelligence (AI) research result in threats to society, or will it yield beneficial technology? The talk will address these issues by describing the projects and perspective at the Allen Institute for AI (AI2) in Seattle. AI2's mission is "AI for the Common Good," as exemplified by Semantic…Mining and Enriching Scientific Text Collections
September 15, 2017 | Horacio SaggionIn the current online Open Science context, scientific data-sets and tools for deep text analysis, visualization and exploitation play a major role. I will present a system developed over the past three years for “deep” analysis and annotation of scientific text collections. After a brief overview of the…Off the Beaten Path: Let’s Replace Term-Based Retrieval with k-NN Search
August 16, 2017 | Leo BoytsovWe explore alternatives to classic term-based retrieval. The ultimate objective is to develop a smarter candidate generation component for question answering (QA) and information retrieval (IR), which can employ similarities that are more expressive than the commonly used TF-IDF ranking function. Achieving this…Proposition Extraction: Formulation, Crowd-sourcing and Prediction
August 9, 2017 | Gabi StanovskyPropositions are statements for which a truth value can be assigned (e.g., “Bob loves Mary”). Since they constitute the primary unit of information conveyed in texts, proposition extraction is often used in NLP algorithms such as question answering, summarization, or recognizing textual entailment. I will begin…Moving Beyond the Turing Test with the Allen AI Science Challenge
July 25, 2017 | Oren EtzioniThis video discusses the paper: Moving Beyond the Turing Test with the Allen AI Science Challenge. The field of Artificial Intelligence has made great strides forward recently, for example AlphaGo's recent victory against the world champion Lee Sedol in the game of Go, leading to great optimism about the field…Knowledge Representation And Reasoning With Deep Neural Networks
June 22, 2017 | Arvind NeelakantanKnowledge representation and reasoning is one of the central challenges of artificial intelligence, and has important implications in many fields including natural language understanding and robotics. Representing knowledge with symbols, and reasoning via search and logic has been the dominant paradigm for many…AI FOR GOOD - The Future of Work
June 13, 2017 | Oren EtzioniAs computer automations is upon us and many jobs will change or be replaced by AIs, AI optimist Oren Etzioni, CEO, Allen Institute for AI, describes the social impacts we must consider as he paints a possible euphonic future state in which jobs will be more creative and fulfilling. About XPRIZE: XPRIZE is an…