AllenNLP

NLP Development Trends from Classic Models Like ULMFiT, Transformer, and BERT

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NLP Development Trends from Classic Models Like ULMFiT, Transformer, and BERT

Natural Language Processing (NLP) is a subfield of computer science, information engineering, and artificial intelligence, focusing on human-computer language interaction and exploring how to process and utilize natural language. The research on NLP can be traced back to the Turing test, evolving from rule-based research methods to the currently popular statistical models and methods, transitioning … Read more

Understanding Prompt Techniques for Large Language Models

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Understanding Prompt Techniques for Large Language Models

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. The Vision of the Community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning at home and abroad, … Read more

Breaking the BERT Ceiling: 11 Techniques to Boost NLP Classification SOTA

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Breaking the BERT Ceiling: 11 Techniques to Boost NLP Classification SOTA

Follow the public account “ML_NLP“ Set as “Starred“, heavy content delivered first-hand! Source | Xixiaoyao’s Cute Selling House At this point in 2020, our focus on NLP classification tasks is no longer about how to construct models or being fixated on what classification models look like. Just like the current focus in the CV field, … Read more

NLP Technology’s Role in Digital Transformation to Intelligence

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NLP Technology's Role in Digital Transformation to Intelligence

【Editor’s Note】On October 27, 2019, the “Future Has Arrived: The Fourth Industrial Revolution and China’s Future Studies Seminar” was held in Room 302 of the School of Public Management, hosted by Tsinghua University’s National Conditions Research Institute and co-organized by the editorial department of “Cultural Horizons”. Scholars from different disciplines and industry practitioners engaged in … Read more

Summary of Four Common NLP Frameworks

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Summary of Four Common NLP Frameworks

Click on the “MLNLP” above, and select the “Star” public account Heavyweight content delivered to you first Reprinted from the public account: Harbin Institute of Technology SCIR Authors: Harbin Institute of Technology SCIR Di Donglin Liu Yuanxing Zhu Qingfu Hu Jingwen Introduction With the development of artificial intelligence, more and more deep learning frameworks have … Read more

In-Depth Explanation of Adapter Technology in NLP

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In-Depth Explanation of Adapter Technology in NLP

Delivering NLP technical insights to you daily! © Author | Wu Di Institution | UCLA Research Direction | NLP Typesetting | PaperWeekly Introduction In modern natural language processing (NLP) applications, using pre-trained representations for transfer learning is an important method. After deep learning began to be applied, transfer learning first appeared in the use of … Read more

Exploring Use Cases for Large Language Models, NLP Modeling, and Agents

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Exploring Use Cases for Large Language Models, NLP Modeling, and Agents

Source: FIN AI Exploration Big Data Digest This article is approximately 2400 words long and is suggested to be read in 5 minutes. In the short term, Agents mainly focus on improving efficiency. In the domestic large language model field, applications are flourishing. Here are a few observations I have made recently: Smaller parameter models … Read more

He Xiaodong: How AI Understands Humans Through NLP Technology

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He Xiaodong: How AI Understands Humans Through NLP Technology

GBAS Integrating into the Global Economy to Drive Bay Area Development Follow Author | Zhang Li Source | Lei Feng Network In recent years, the development of deep learning has profoundly propelled artificial intelligence. The next major breakthrough in artificial intelligence lies in understanding natural language. On June 23, the China Computer Federation held a … Read more

NLP’s Confession: My Hard Work is to Understand You!

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NLP's Confession: My Hard Work is to Understand You!

Follow Us | Free Book at the End In 1950, Alan Turing published a paper titled “Computing Machinery and Intelligence” proposing the famous “Turing Test”. This involved automatic interpretation and natural language generation, which became the starting point for the development of Natural Language Processing (NLP). Natural Language Processing is a field of study within … Read more

Introduction to Practical Applications of Natural Language Processing (NLP)

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Preface:The previous article summarized some basic knowledge of natural language processing, and next we will organize a simple introduction to some practical applications of NLP, including information extraction, automatic summarization, question answering systems, etc. The focus of this article is on the question answering system. Similar to the previous article, the content of this article … Read more