Education and Learning Technologies

The Theory of Integrated Language Learning (ToILL) supports many complementary schools of educational thought. The constructivism, pragmatism, humanism, and sociocultural theory are combined in one process to produce an integrated and successful method of language acquisition. The approach promotes the complete person development in a continuously changing environment that is global in nature but does not stop at cognitive components but also concerns the social and emotional experiences of the students.

Here i got parsed literature site https://avidreaders.ru for about 10.000.000 sentences from russian books and make sentence vector embeddings from them using Mistral open API.

Embeddings got resized from 1024 to 256 dimensions using python scikit-learn PCA method.

Word embeddings are a way of representing words as vectors in a multi-dimensional space, where the distance and direction between vectors reflect the similarity and relationships among the corresponding words.

We develope a novel TCM hallucination detection dataset, Hallu-TCM, sine no prior work has attempted this task in TM. We selected 1,260 TCM exam questions including 16 TCM subjects, input them into GPT-4, and collected their feedback. In the first level, we utilize Qwen-Max interface to annotate feedback multiple times with the binary label. If Qwen-Max consistently provided the same label across annotations, we adopted that label. For contentious cases, we recruited higher-degree research students who can understand and solve complex questions, including three Ph.D.

The dataset is collected to find the requirement of industry based skillset in the higher education system in order to meet industry demands, involving people from multiple tier institutions(premium institutions Government institutions, local universities), academia and the industry. Many a times there is a big difference in the quality of education provided across the different categories of universities. Hence it was imperative understand the skillsets of students and the industry expectations.