Essays about: "SOTA"

Showing result 6 - 10 of 12 essays containing the word SOTA.

1. 6. Sequential Knowledge Tracing with Transformer Models

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Nino Yan-Nick Lucien Segala; [2022]
   Keywords : Knowledge Tracing; Transformers; Machine Learning; Exercise Recommendation; Sequential Model; Attention Model; Kunskapsspårning; Transformers; Maskininlärning; Övningsrekommendation; Sekventiell Modell; Uppmärksamhetsmodell;

   Abstract : Transformer models, delivering big improvement in AI text-models (NLP), are now being applied in Knowledge Tracing to track the knowledge of students over time. One of the first, SAINT, showed quite some improvement over the then SOTA results on the public EdNet dataset and caused an increase in research based on transformer-based models. READ MORE

3. 7. Zero/Few-Shot Text Classification : A Study of Practical Aspects and Applications

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Jacob Åslund; [2021]
   Keywords : zero-shot learning; few-shot learning; text classification; active learning; automated data labeling; interpretable machine learning; deep learning; NLP; NLU; zero-shot learning; few-shot learning; textklassificering; aktiv inlärning; automatiserad datamärkning; tolkningsbar maskininlärning; djupinlärning; NLP; NLU;

   Abstract : SOTA language models have demonstrated remarkable capabilities in tackling NLP tasks they have not been explicitly trained on – given a few demonstrations of the task (few-shot learning), or even none at all (zero-shot learning). The purpose of this Master’s thesis has been to investigate practical aspects and potential applications of zero/few-shot learning in the context of text classification. READ MORE

4. 8. Catalonia - a New State in Europe? : Exploring the legal possibilities of creating an independent Catalan State

   University essay from Uppsala universitet/Juridiska institutionen

   Author : Astrid Baldomero Warstrand; [2020]
   Keywords : Catalonia; Spain; self-determination; independence; secession; Katalonien; Spanien; självbestämmanderätt; självständighet;

   Abstract : Support for the creation of an independent Catalan state has increased significantly during the past two decades. In 2017, an estimated 40.2 percent of the total Catalan population supported the creation of an independent Catalonia. The road towards independence has shown to be filled with legal obstacles. READ MORE

5. 9. Evaluation of SoTA control strategies designed for a LLC Converter in an Aerospace environment

   University essay from KTH/Skolan för industriell teknik och management (ITM)

   Author : Anton Gebert; [2019]
   Keywords : ;

   Abstract : This thesis is an investigation into suitable control algorithms for military applications of the high frequency (600kHz) LLC Converter. The thesis focuses on establishing a basis for mimicking a military application; loads, sources and peripheral conditions. READ MORE

6. 10. Optimizing Deep Neural Networks for Classification of Short Texts

   University essay from Luleå tekniska universitet/Datavetenskap

   Author : Fredrik Pettersson; [2019]
   Keywords : Machine learning; Text classification; state-of-the-art; SOTA; Deep neural network; Dimensionality reduction; Word embeddings;

   Abstract : This master's thesis investigates how a state-of-the-art (SOTA) deep neural network (NN) model can be created for a specific natural language processing (NLP) dataset, the effects of using different dimensionality reduction techniques on common pre-trained word embeddings and how well this model generalize on a secondary dataset. The research is motivated by two factors. READ MORE