Project funded by IARPA
PI: Jordan Boyd-Graber
The Better Extraction from Text Towards Enhanced Retrieval (BETTER) Program will develop methods for extracting increasingly fine-grained semantic information, with a focus of events in the form of who-did-what-to-whom-whenwhere, across multiple languages and problem domains. This extracted information will be applied to an information retrieval task. An additional area of focus is human-in-the-loop computation. Performer systems will need the ability to incorporate human judgments for metrics such as relevancy and accuracy of extracted or retrieved information.
The UMD focused on improving representations for low resource langauges through using related languages and human interaction.
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Jordan Boyd-Graber Assistant Professor, Computer Science (UMD) |
Mozhi Zhang PhD Student, Computer Science (UMD) |
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@inproceedings{Fujinuma:Boyd-Graber:Kann-2022, Author = {Yoshinari Fujinuma and Jordan Boyd-Graber and Katharina Kann}, Title = {How Does Multilingual Pretraining Affect Cross-Lingual Transferability?}, Booktitle = {Association for Computational Linguistics}, Year = {2022}, Location = {Dublin}, Url = {http://umiacs.umd.edu/~jbg//docs/2022_acl_multilingbert.pdf}, }
@article{He:Mao:Boyd-Graber-2022, Title = {Cheater's Bowl: Human vs. Computer Search Strategies for Open-Domain QA}, Author = {Wanrong He and Andrew Mao and Jordan Boyd-Graber}, Journal = {Findings of Empirical Methods in Natural Language Processing}, Year = {2022}, Location = {Abu Dhabi}, Url = {http://umiacs.umd.edu/~jbg//docs/2022_emnlp_cheaters.pdf}, }
@inproceedings{Zhang:Fujinuma:Paul:Boyd-Graber-2020, Author = {Mozhi Zhang and Yoshinari Fujinuma and Michael J. Paul and Jordan Boyd-Graber}, Title = {Why Overfitting Isn't Always Bad: Retrofitting Cross-Lingual Word Embeddings to Dictionaries}, Booktitle = {Association for Computational Linguistics}, Year = {2020}, Location = {The Cyberverse Simulacrum of Seattle}, Url = {http://umiacs.umd.edu/~jbg//docs/2020_acl_refine.pdf}, }
@inproceedings{Yuan:Lin:Boyd-Graber-2020, Title = {Cold-start Active Learning through Self-Supervised Language Modeling}, Author = {Michelle Yuan and Hsuan-Tien Lin and Jordan Boyd-Graber}, Booktitle = {Empirical Methods in Natural Language Processing}, Year = {2020}, Location = {The Cyberverse Simulacrum of Punta Cana, Dominican Republic}, Url = {http://umiacs.umd.edu/~jbg//docs/2020_emnlp_alps.pdf}, }
@inproceedings{Yuan:Zhang:Van-Durme:Findlater:Boyd-Graber-2020, Title = {Interactive Refinement of Cross-Lingual Word Embeddings}, Author = {Michelle Yuan and Mozhi Zhang and Benjamin {Van Durme} and Leah Findlater and Jordan Boyd-Graber}, Booktitle = {Empirical Methods in Natural Language Processing}, Year = {2020}, Location = {The Cyberverse Simulacrum of Punta Cana, Dominican Republic}, Url = {http://umiacs.umd.edu/~jbg//docs/2020_emnlp_clime.pdf}, }
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