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The repo contains our final submission's refactored code for the Rich Context Competition. On a high-level, it contains modules for 3 different components of the pipeline: Preprocessing Dataset identification using a combination of simple dataset-search and CRFs based on Rasa-NLU Identification of methods and fields using vectorization and cosine similarity
word embeddings, named-entity recognition, scientific articles, text mining, information retrieval, preprocessing
word embeddings, named-entity recognition, scientific articles, text mining, information retrieval, preprocessing
citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
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