Papers by Amanda Clare
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 . |
What Else Do I Need to Know? The Effect of Background Information on Users’ Reliance on QA Systems (2023.emnlp-main)
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Navita Goyal, Eleftheria Briakou, Amanda Liu, Connor Baumler, Claire Bonial, Jeffrey Micher, Clare Voss, Marine Carpuat, Hal Daumé III
| Challenge: | Existing NLP systems can only access the retrieved context to determine the answer, resulting in a knowledge gap between the information that is required to answer the question and the information available to assess the model’s correctness. |
| Approach: | They ask whether adding relevant background helps mitigate users’ over-reliance on predictions. |
| Outcome: | The proposed approach reduces over-reliance on model predictions even in the absence of sufficient information to assess their correctness. |
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. |