Improving Search with Semantic Technologies: Current Research Directions
Description
Search engines play a major role in the success and growth of the WWW. In doing so they in turn help shape the web: they create new business models, modify content creation and consumption practices, support new forms of user interaction, etc. Semantic Web technologies have the potential to greatly improve search; if they succeed, this will in turn speed up the growth and impact of the semantic web initiatives. Yahoo! has already announced important steps towards integrating semantic technologies to improve and open up its search engine to content publishers, consumers and advertisers. In my talk I will briefly discuss some of these initiatives. However, the history of Information Retrieval has taught us that fundamentally improving search through the use of semantics is a hard scientific problem. So far, semantic technologies have been successful at improving search only in closed-domain areas, with controlled vocabularies and small ontologies. However, it is unclear how we may transfer these technologies to more open domains (or to the WWW at large). Even harder is the challenge of improving search through the use of automatically extracted semantic information from text. At Yahoo! Research, experts in computational linguistics, semantic web and information retrieval work together to better understand this problem and go beyond the current state of the art. During my talk, I will review several of our research projects in these areas, drawing from examples in computational advertising, entity ranking, question answering and query suggestion.
| Slides | |
| 0:00 | Improving Search with Semantic Technologies: Current Research Directions |
| 1:51 | Yahoo! by numbers |
| 3:41 | Yahoo! Research |
| 4:37 | Why should you care about search? |
| 6:12 | Plan - Search Monkey |
| 6:44 | What is it? |
| 7:54 | Enhanced result: What might a developer build? |
| 8:34 | How does it work? |
| 9:54 | Infobar: What might a developer build? - 1 |
| 10:09 | Infobar: What might a developer build? - 2 |
| 10:19 | Infobar: What might a developer build? - 3 |
| 10:39 | Resources |
| 11:24 | Plan - Web Search: Where are we going? |
| 12:19 | Web Search: Where are we going? - 1 |
| 12:36 | Web Search: Where are we going? - 2 |
| 13:12 | Web Search: Where are we going? - 3 |
| 13:43 | Beyond traditional “Web Search” - 1 |
| 14:47 | Beyond traditional “Web Search” - 2 |
| 16:08 | Hard problems to be solved - 1 |
| 18:13 | Hard problems to be solved - 2 |
| 19:28 | Plan - Current Research Directions: MicroSearch |
| 20:58 | Micro Search, example: ivan herman |
| 24:02 | MicroSearch, example: san francisco conference |
| 26:39 | MicroSearch, example: greater st. peter |
| 27:00 | MicroSearch, towards intent: paris hilton |
| 27:39 | MicroSearch, towards intent: hugo zaragoza |
| 28:12 | Plan - Current Research Directions: Learning to tag, tagging to learn |
| 29:32 | Example |
| 30:44 | Statistical Taggers @ Y!Research Barcelona |
| 31:06 | Extending annotations |
| 33:07 | Adaptation and improved tagging |
| 33:08 | (property typing examples) |
| 33:28 | Adaptation and improved tagging |
| 34:16 | Beyond annotations, into text |
| 35:25 | Plan - Current Research Directions: Ranking Objects |
| 35:38 | Why should you care about search? |
| 36:34 | Why is it hard? |
| 38:10 | But new directions arise… |
| 39:01 | Colored (typed) indices |
| 40:05 | Entity containment graphs |
| 40:41 | Entity containment graph |
| 41:19 | (Correlator demo) |
| 42:11 | - Questions |
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