Default Datasets on Huggingface Leaderboard Huggingface Open LLM Leaderboard: Open LLM Leaderboard – a Hugging Face Space by HuggingFaceH4 Huggingface Datasets: Hugging Face – The AI community building the future. This article mainly introduces the default datasets used on the Huggingface Open LLM Leaderboard and how to build your own large model evaluation tool. Building … Read more
This article is also published on my personal website, where the formula images display better. Welcome to visit: https://lulaoshi.info/machine-learning/attention/bert Since the emergence of BERT (Bidirectional Encoder Representations from Transformer) [1], a new paradigm has opened up in the field of NLP. This article mainly introduces the principles of BERT and how to use the transformers … Read more
This article is approximately 2000 words long and takes about 5 minutes to read. If the goal is the model's zero-shot generalization capability, the decoder structure + language model task is the best; if multitask finetuning is also needed, the encoder-decoder structure + MLM task is the best. From GPT-3 to prompts, more and more … Read more
Source: Deephub Imba This article is approximately 2200 words long and is recommended for a 9-minute read. It includes an overview of its main classes and functions along with some code examples. It can serve as an introductory tutorial for this library. Mainly includes Pipeline, Datasets, Metrics, and AutoClasses Hugging Face is a very popular … Read more
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university professors, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, as well as enthusiasts, … Read more
As a major school of iconology, the Warburg School examines images within the context of art history, thus forming the basic knowledge framework of image hermeneutics. In traditional iconology, the primary objects of image interpretation are artistic images, while subsequent image hermeneutics strives to “catch up” with various emerging forms of images. However, this is … Read more
Introduction to the Paper Despite the increasing applications of prompt learning methods in various few-shot natural language processing tasks, designing templates and label mappings in prompt learning is quite challenging, requiring a deep understanding of the model and classification tasks, along with extensive trial and error. Existing methods for automating label mapping design, while saving … Read more
Learn Excel techniques, follow the WeChat public account: excelperfect Refer to the previous article: Complete Introduction to VBA String Knowledge>>> Message Box A message box is a special dialog box used to display a message to the user. The user cannot type anything in the message box. Typically, two types of message boxes are created: … Read more
Source: Machine Heart This article is about 2000 words long and is recommended to be read in 5 minutes. An effective solution to optimize Transformers, achieving significant improvements in downstream tasks with only a small number of additional parameters. Researchers from Cornell University, Meta AI, and the University of Copenhagen proposed an effective solution to … Read more
Source: TsinghuaNLP, Deep Learning Natural Language Processing This article is about 2400 words long and is recommended to be read in 5 minutes. This article uses a knowledge base to expand and improve label words, achieving better text classification results. Background Using Prompt Learning for text classification tasks is an emerging method that leverages pre-trained … Read more