Papers by James Ravenscroft
HarriGT: A Tool for Linking News to Science (P18-4)
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| Challenge: | citation-based metrics are not as transparent as once thought, says a new study . citation metrics are a key component of measuring scientific impact in society . |
| Approach: | They propose a tool to build corpora of news articles linked to scientific papers . citation-based metrics have catalysed research funding councils' interest in impact . |
| Outcome: | The proposed tool can build corpora of news articles linked to scientific papers . it integrates with 3 large external citation networks to surface relevant examples of scientific literature . |
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question Answering (2022.emnlp-demos)
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| Challenge: | Question Answering (QA) is a growing area of research . state-of-the-art QA models struggle on out-of domain documents without fine-tuning . |
| Approach: | They propose a pipeline for validating and training QA data and an interface for human annotation. |
| Outcome: | The proposed pipeline improves QA performance on domain-specific datasets while preserving the accuracy of the model. |
CDˆ2CR: Co-reference resolution across documents and domains (2021.eacl-main)
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| Challenge: | Current models for cross-document co-reference resolution assume that all documents are of the same type or fall under the same theme. |
| Approach: | They propose a task for cross-document cross-domain co-reference resolution (CD2CR) task aims to identify links between entities across heterogeneous document types. |
| Outcome: | The proposed task outperforms current state-of-the-art models on CD2CR in cross-domain, cross-document setting. |