Papers by Kelley Lynch
Reproducing Neural Ensemble Classifier for Semantic Relation Extraction inScientific Papers (2020.lrec-1)
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| Challenge: | Replicability and reproducibility are core ideas of modern scientific methods. |
| Approach: | They describe challenges encountered in reproducing the results of a top performing system in computational linguistics. |
| Outcome: | The proposed system was able to reproduce the results of a task 7 in the domain of natural language processing and computational linguistics. |
Interchange Formats for Visualization: LIF and MMIF (2020.lrec-1)
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| Challenge: | In this paper, we discuss the enhanced data visualization capabilities enabled by interoperating computational linguistics and natural language processing (NLP) applications. |
| Approach: | They propose to use interchange formats to enable enhanced data visualization . they propose to combine CL tools with openly available visualization tools . |
| Outcome: | The proposed formats can be used to create visualizations and manipulate annotations in multiple ways. |
The CLAMS Platform at Work: Processing Audiovisual Data from the American Archive of Public Broadcasting (2022.lrec-1)
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| Challenge: | The Computational Linguistics Applications for Multimedia Services (CLAMS) platform provides access to computational content analysis tools for multimedia material. |
| Approach: | They describe the CLAMS platform as it is and its initial prototype implementation from 2019 . they use a common multi-modal representation language called MMIF to create a workflow . |
| Outcome: | The CLAMS platform is a new version of an initial prototype from 2019 . it can be used to add metadata to mass-digitized multimedia collections . the proposed version is based on the American Archive of Public Broadcasting data . |