Krahasoni metodat
Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.
| Identifikimi i gjuhës (LID)× | Model Gjuhësor N-gram× | |
|---|---|---|
| Fusha | Nxjerrja e tekstit | Nxjerrja e tekstit |
| Familja | Process / pipeline | Process / pipeline |
| Viti i origjinës | — | — |
| Krijuesi | — | — |
| Lloji≠ | NLP text-classification task | Statistical language model |
| Burimi themelues≠ | Lui, M. & Baldwin, T. (2012). langid.py: An Off-the-shelf Language Identification Tool. Proceedings of the ACL 2012 System Demonstrations. link ↗ | Jurafsky, D. & Martin, J.H. (2023). Speech and Language Processing, 3rd ed. link ↗ |
| Emërtime të tjera | language detection, LID, Dil Tanımlama (Language Identification) | n-gram model, statistical language model, N-gram Dil Modeli |
| Të lidhura | 4 | 4 |
| Përmbledhja≠ | Language identification is a natural-language-processing task that automatically detects which language a piece of text is written in. Building on off-the-shelf tools such as langid.py (Lui & Baldwin, 2012) and the efficient classifiers of Joulin et al. (2017), it is widely used to preprocess and filter multilingual data sets. | An n-gram language model is a statistical model that predicts the probability of the next word by looking only at the previous n−1 words. Described in detail by Jurafsky and Martin (Speech and Language Processing), it provides foundational infrastructure for text generation, spelling correction, and speech recognition. |
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