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method ID: metriclearning

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A Deep Metric Learning Method for Biomedical Passage Retrieval

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Publication: TIPSTER (2020)

DOI: nan

AbstractPassage retrieval is the task of identifying text snippets that are valid answers for a natural language posed question. One way to address this problem is to look at it …...

3818

Metric Learning in Multilingual Sentence Similarity Measurement for Document Alignment

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractDocument alignment techniques based on multilingual sentence representations have recently shown state of the art results. However, these techniques rely on unsupervised distance measurement techniques, which cannot be fined-tuned to …...

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Distinguishability Calibration to In-Context Learning

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractRecent years have witnessed increasing interests in prompt-based learning in which models can be trained on only a few annotated instances, making them suitable in low-resource settings. It is even …...

33350

Using counterfactual contrast to improve compositional generalization for multi-step quantitative reasoning

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractIn quantitative question answering, compositional generalization is one of the main challenges of state of the art models, especially when longer sequences of reasoning steps are required. In this paper …...

37643