Introduction The Next item recommendation system is one of the core components of modern online services, embedded in applications such as music, video, and e-commerce websites, helping users navigate and discover new content. Generally, the system is modeled as a sequence prediction task, often implemented over recurrent neural networks or other generative sequence models. Its … 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
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and PhD students, university teachers, 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 at home and abroad, … Read more
Written by | Liu Pengfei Edited by | Jia Wei Source | AI Technology Review In the past two years, the research paradigm based on pre-training + fine-tuning has rapidly swept the entire field of NLP. This research paradigm is widely recognized as a revolutionary paradigm in NLP research, with previous paradigms including “expert systems,” … Read more
MLNLP Community is a well-known machine learning and natural language processing community at home and abroad, covering NLP master’s and doctoral students, university teachers, and corporate researchers. Community Vision is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning at home and abroad, especially for the … Read more
Results Introduction 💡 Paper Title: Application of Prompt Learning Models in Identifying the Collaborative Problem Solving Skills in an Online Task. 📚 Journal: Computer-Supported Cooperative Work and Social Computing (CSCW), 2024 🔗 Paper Link: http://arxiv.org/abs/2407.12487 1. Background and Motivation Collaborative abilities, innovation capabilities, communication skills, and critical thinking are recognized as core skills that individuals … 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 teachers, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for beginners. Source: … Read more
This article is approximately 1100 words long and is recommended to be read in 5 minutes. This article proposes using prompts to capture sentence representations. Although language models like BERT have achieved significant results, they still perform poorly in terms of sentence embeddings due to issues of sentence bias and anisotropy; We found that using … Read more
MLNLP community is a well-known machine learning and natural language processing community in China and abroad, targeting NLP graduate students, university teachers, and corporate researchers. The vision of the community is to promote communication and progress between the academia and industry of natural language processing and machine learning, especially for the advancement of beginners. Reprinted … Read more
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate and doctoral students, university teachers, and corporate researchers. The community’s vision is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners. Reprinted from | … Read more