Basic Knowledge Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use large lange models (LLMs) for a wide variety of applications and research topics. Researchers use prompt engineering to improve the safety and the capacity of LLMs on a wide range of common and complex tasks such as question answering and arithmetic reasoning.
Jul 15, 2024
Overview This paper introduces a new large dataset named LEMMA-RCA for diverse RCA tasks across multiple domains and modalities. This dataset contains IT and OT operation systems from the real world.
Jul 9, 2024
Overview This paper insists that the time series is an ordered set of continuous points that will result in the loss of temporal information when using the Transformer structure. To prove this opinion, they propose models named LSTF-Linear which achieve outstanding performance and conduct comprehensive studies.
Jun 22, 2024
The sudden outbreak of the pandemic in 2020 and the delayed college entrance exam caught everyone off guard. As a newly turned adult, I found myself swept along by the tide, ending up in a place I had never imagined: Ya’an, Sichuan - Sichuan Agricultural University.
Jun 15, 2024
In the upcoming Fall of 2024, I will be completing my undergraduate studies and beginning my Ph.D. journey. To better present my academic experience and personal information, I have used Hugo to create a new personal homepage (which is the page you are currently viewing)!
Jun 6, 2024
Generative Models are part of unsupervised learning models that can learned from the datasets without any labels. Unlike other unsupervised models to manipulate, denoise, interpolate between, or compress examples, generative models focus on generating plausible new samples having similar properties to the dataset.
Oct 26, 2023
$\LaTeX$ is a document preparation system used for the communication and publication of scientific documents. However, it’s not easy to use this to write formulas, especially for the beginners, typically how to choose the right font and Greek letter.
Oct 25, 2023
Transformer is a really popular method in modern neural networks. We have BERT or GPT to process the natural language and ViT to deal with computer vision. In this essay, you will understand what is the transformer and why the transformer works.
Oct 23, 2023
In order to decouple dataset code and model code, PyTorch provides two data primitives: torch.utils.data.DataLoader and torch.utils.data.Dataset. Dataset stores the samples and their corresponding labels, and DataLoader wraps an iterable around the Dataset to enable easy access to the samples.
Oct 26, 2022
Tensor is a specialized data structure that is very similar to arrays and matrices. We can use it to encode the input and output of the model. Tensors can run on GPUs and other hardware.
Oct 26, 2022