Snowball: extracting relations from large plain-text collections
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Probabilistic query expansion using query logs
Proceedings of the 11th international conference on World Wide Web
TnT: a statistical part-of-speech tagger
ANLC '00 Proceedings of the sixth conference on Applied natural language processing
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Evaluating answers to definition questions
NAACL-Short '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume of the Proceedings of HLT-NAACL 2003--short papers - Volume 2
Extracting key semantic terms from Chinese speech query for web searches
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Mining knowledge from text using information extraction
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
Improving web search ranking by incorporating user behavior information
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Re-ranking search results using query logs
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Espresso: leveraging generic patterns for automatically harvesting semantic relations
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Exploring distributional similarity based models for query spelling correction
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
KnowItNow: fast, scalable information extraction from the web
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Preemptive information extraction using unrestricted relation discovery
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Turing's dream and the knowledge challenge
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
An analysis of knowledge collected from volunteer contributors
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
What you seek is what you get: extraction of class attributes from query logs
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Automatic discovery of attribute words from web documents
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Using structured text for large-scale attribute extraction
Proceedings of the 17th ACM conference on Information and knowledge management
Bootstrapped extraction of class attributes
Proceedings of the 18th international conference on World wide web
Low-Cost Supervision for Multiple-Source Attribute Extraction
CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Studying databases of intentions: do search query logs capture knowledge about common human goals?
Proceedings of the fifth international conference on Knowledge capture
Class-driven attribute extraction
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Semantic tagging of web search queries
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
A scalable machine-learning approach for semi-structured named entity recognition
Proceedings of the 19th international conference on World wide web
A methodology to learn ontological attributes from the Web
Data & Knowledge Engineering
Instance sense induction from attribute sets
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Acquiring knowledge about human goals from Search Query Logs
Information Processing and Management: an International Journal
The role of query sessions in extracting instance attributes from web search queries
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
| Hi-index | 0.00 |
Challenging the implicit reliance on document collections, this paper discusses the pros and cons of using query logs rather than document collections, as self-contained sources of data in textual information extraction. The differences are quantified as part of a large-scale study on extracting prominent attributes or quantifiable properties of classes (e.g., top speed, price and fuel consumption for CarModel) from unstructured text. In a head-to-head qualitative comparison, a lightweight extraction method produces class attributes that are 45% more accurate on average, when acquired from query logs rather than Web documents.