Yoon Hyung Kim

Title: Yoon Hyung Kim: Innovator in Transformer Training and Code Translation

Introduction

Yoon Hyung Kim is an inventive mind based in Cambridge, MA (US). He has made significant strides in the fields of transformer training and code translation. Although he currently holds no granted patents, his innovative ideas are reflected in his latest patent applications.

Latest Patent Applications

Yoon Hyung Kim's latest patent applications include two notable projects. The first application, titled "EFFICIENT TRANSFORMER TRAINING BASED ON SMALLER PRETRAINED MODELS," focuses on accessing the parameters of a first transformer and receiving size dimensions for a second, larger transformer. The parameters of the first transformer are linearly transformed using a combination of a width-growth operator and a depth-growth operator. This transformation produces a new set of parameters that correspond to the size dimensions of the second transformer, which is then initialized with these new parameters.

The second application, "LARGE LANGUAGE MODELS FOR CREATING A MULTI-LINGUAL, LOW-RESOURCE CODE TRANSLATION DATASET," involves generating unit-test cases from a monolingual code corpus. These unit-test cases are filtered based on acceptability scores. The code samples from the monolingual corpus are translated from a source language to a target language using a pretrained Large Language Model (LLM). The translated unit-test cases are then validated, and a parallel-data training corpus is created from the validated samples. The LLM is fine-tuned using this corpus, allowing for effective code translation and deployment.

Conclusion

Yoon Hyung Kim is an innovative inventor whose work in transformer training and code translation showcases his commitment to advancing technology. His latest patent applications reflect his forward-thinking approach and potential impact on the field.