Papers by Graham Matthews
Toward An Epic Epigraph Graph (L18-1)
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| Challenge: | a database of epigraphs is being developed to reveal literary influence as a set of connections between authors over time. |
| Approach: | a database of epigraphs is created to map literary influence as a set of connections between authors . the database is being developed under an open license . |
| Outcome: | a database of epigraphs is being developed to reveal literary influence over time . the database includes epigraph quotations from over 12,000 literary works . authors use epigraph to set theme and link work to existing body of literature . |
Using Morphological Knowledge in Open-Vocabulary Neural Language Models (N18-1)
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| Challenge: | Existing models that generate words from a fixed vocabulary are linguistically nave . authors present an open-vocabulary language model that incorporates morphological knowledge into a neural framework . |
| Approach: | They propose a model that incorporates morphological knowledge into a neural model by generating words as a sequence of characters, generating full word forms and combining them with a hand-written morphology analyzer. |
| Outcome: | The proposed model outperforms character-based models on Finnish, Turkish, and Russian on three languages. |