| Autor: |
Dzikovska, Myroslava O., Farrow, Elaine, Moore, Johanna D. |
| Přispěvatelé: |
Lane, H. Chad, Yacef, Kalina, Mostow, Jack, Pavlik, Philip |
| Jazyk: |
angličtina |
| Rok vydání: |
2013 |
| Předmět: |
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| Zdroj: |
Dzikovska, M O, Farrow, E & Moore, J D 2013, Combining Semantic Interpretation and Statistical Classification for Improved Explanation Processing in a Tutorial Dialogue System . in H C Lane, K Yacef, J Mostow & P Pavlik (eds), Artificial Intelligence in Education : 16th International Conference, AIED 2013, Memphis, TN, USA, July 9-13, 2013. Proceedings . Lecture Notes in Computer Science, vol. 7926, Springer-Verlag GmbH, pp. 279-288 . https://doi.org/10.1007/978-3-642-39112-5_29 |
| Popis: |
We present an approach for combining symbolic interpretation and statistical classification in the natural language processing (NLP) component of a tutorial dialogue system. Symbolic NLP approaches support dynamic generation of context-adaptive natural language feedback, but lack robustness. In contrast, statistical classification approaches are robust to ill-formed input but provide less detail for context-specific feedback generation. We describe a system design that combines symbolic interpretation with statistical classification to support context-adaptive, dynamically generated natural language feedback, and show that the combined system significantly improves interpretation quality while retaining the adaptivity benefits of a symbolic interpreter. |
| Databáze: |
OpenAIRE |
| Externí odkaz: |
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