#TextSummarization

[scriptzol]

Which metric is commonly used to evaluate the quality of a text summarization system?

a) BLEU score b) ROUGE score c) Precision d) Recall

[aiwikiweb]

Streamline Your Academic Writing with EduWriter's AI-Powered Tools

EduWriter offers a suite of AI-driven tools designed to assist students and educators in crafting high-quality essays and academic papers. From generating essay drafts to paraphrasing and plagiarism detection, EduWriter aims to enhance the writing process and uphold academic integrity.

Core Functionality:

EduWriter utilizes advanced AI models to generate essay drafts, paraphrase content, and detect plagiarism, providing users with a comprehensive writing assistant. The platform also offers human editing services for more complex assignments.

Key Features:

AI Essay Writer: Generates original essay drafts based on user-provided topics and instructions.

Paraphrasing Tool: Rewrites text to enhance clarity and originality.

Plagiarism Checker: Ensures content is free from plagiarism, promoting academic integrity.

Text Summarizer: Condenses lengthy texts into concise summaries.

APA Generator: Formats citations and references in APA style.

Benefits:

Efficiency: Speeds up the writing process by providing quick drafts and suggestions.

Originality: Helps produce unique content, reducing the risk of plagiarism.

Accuracy: Ensures proper citation and formatting, adhering to academic standards.

Enhance your academic writing with EduWriter's AI-powered tools. Visit aiwikiweb.com/product/eduwriter

[avcjournal8]

Welcome To NLPML 2025

Call for Papers..!!!

#naturallanguageprocessing #NaturalLanguageAcquisition #artificialintelligence #AI #conference #ConferencePaper #research #researchpaper #denmark #NLP #computationalintelligence #linguistics #LinguisticChallenge #Papersubmission #publishing #proceeding #textmining #dataretrieval #chatgpt #chatbot #TextSummarization #ConferencePaper #researcherlife #students #PhD #phdstudent #datavisualization #virtualassistant #LLM #language #machinelarning #learningmodels #learingmethod

6th International Conference on Natural Language Processing and Machine Learning (NLPML 2025)

April 26 ~ 27, 2025, Copenhagen, Denmark

Webpage URL : https://cosit2025.org/nlpml/index

Here's where you can reach us : nlpml@cosit2025.org (or) nlpmlconf@yahoo.com

Paper Submission URL  : https://cosit2025.org/submission/index.php

[chs-giftsparky]

🌟 Tired of wading through walls of text? Say hello to your new study buddy: AI-powered text summarization tools! 🔍 From academic paper summaries to quick news digests, these nifty tools like TLDR This, QuillBot, and Grammarly transform lengthy text into neat, digestible bites, without losing meaning. 📚✨ Customize your experience: - 📏 Adjust summary length and format it your way. - 🗂 Extract metadata and eliminate distractions. - 🌐 Summarize in multiple languages. Perfect for students, researchers, or anyone pressed for time! ⏰💡 Say goodbye to information overload and hello to streamlined productivity. Ready to dive in and try one out? Check out the full article to learn more! [Link to original article] #TextSummarization #AIPower #StudySmart #ProductivityHacks #EduTech #TimeSaver #SummarizeIt #AIRevolution #Research #WritingTools

[pipefishdm]

🚀 Boost Your Productivity with AI-Powered Text Summarization! 🧠✨ Tired of wading through lengthy articles and research papers? Say hello to AI text summarization tools! These magic wands condense information into bite-sized, info-rich summaries, saving you time and brainpower. 🕒💡 🔹 **Customizable Length**: Tailor your summary to suit your needs, from quick snapshots to detailed analysis! 🔹 **Multiple Formats**: Choose between bullet points or paragraphs for ultimate readability. 🔹 **Multi-language Support**: Translate and summarize in one go—language barriers, begone! 🔹 **Interactive Analysis**: Dive deeper with conversational tools for an engaging summary experience. Whether you’re a student, researcher, or busy professional, these tools are game-changers for efficiency and focus. 📚🔍 Check out how to maximize your productivity in this detailed article 👉 [Read More](https://medium.com/@duncan_5352/maximize-productivity-with-ai-text-summarization-tools-afffcc0a00c6) #ProductivityHacks #AItools #TextSummarization #StudyTips #Efficiency #TechSavvy #ReadSmart

[d0nutzgg]

How AI Can Help You Study

Studying for a test can be a daunting task, but with the help of AI, it can be made easier and more efficient. Here are a few ways you can use AI to help you study for a test:

Use flashcard apps with AI: There are various flashcard apps available that use AI to help you study more efficiently. These apps use machine learning algorithms to personalize your study sessions based on your strengths and weaknesses, which can help you to focus on the areas where you need the most improvement. Some of these apps are:

Quizlet: This app uses machine learning algorithms to personalize study sessions based on your strengths and weaknesses. It also provides detailed analytics on your performance, which can help you to identify areas where you need to focus more.

Anki: Anki uses spaced repetition to help users memorize information more efficiently. It uses an algorithm to determine the ideal time for a user to review a flashcard based on how well they know the material.

Flashcard Elite: This app uses AI to personalize flashcards and to provide feedback on your performance. It also has a feature that generates flashcards based on your reading materials, which can save you time when creating flashcards.

SuperMemo: This app uses a combination of spaced repetition and active recall to help users memorize information more efficiently. It also uses AI to personalize the study schedule based on the user's performance.

Cram: This app uses AI to personalize flashcards and provides analytics to help users identify areas where they need to focus more. It also has a feature that generates flashcards based on your reading materials, which can save you time when creating flashcards.

Use AI-powered tutors: Many online tutoring services now use AI to provide personalized instruction and feedback. These tutors can analyze your performance and adjust the difficulty of the material to match your level. Some of these AI tutors are:

Knewton: This company provides adaptive learning software and personalized instruction to students of all ages. The system uses machine learning algorithms to analyze student data and adjust the difficulty of the material to match their level.

ALEKS: This AI-powered tutor uses adaptive learning algorithms to personalize instruction for students in math, science, and engineering. It provides students with a personalized learning path and gives them immediate feedback on their performance.

Carnegie Learning: This company provides an AI-powered math tutor that uses machine learning algorithms to personalize instruction for students in grades 6-12. The system provides immediate feedback on student performance and adjusts the difficulty of the material to match the student's level.

My Study Life: This AI-powered tutor app uses machine learning algorithms to personalize instruction for students in various subjects. It tracks the student's progress and provides personalized study plans and feedback.

Smart Sparrow: This company provides an AI-powered adaptive learning platform for higher education. The system uses machine learning algorithms to personalize instruction and provide immediate feedback on student performance.

Use AI-powered study aids: Some AI-powered study aids can help you to focus and stay on task, by using techniques such as gamification and spaced repetition.

StudyBlue: This app uses AI to personalize flashcards and study plans for students. It also uses gamification to make studying more engaging and fun.

Studybot: This AI-powered chatbot helps students stay on task and focused by providing reminders and motivation throughout the study session.

Brainly: This AI-powered learning platform provides instant homework help and study aids for students. It uses machine learning algorithms to personalize instruction and provide immediate feedback on student performance.

Socratic: This app uses AI to provide step-by-step explanations for math and science problems. It also uses machine learning algorithms to personalize instruction and provide immediate feedback on student performance.

Querium: This company provides an AI-powered study aid for students preparing for standardized tests such as the ACT or SAT. The system uses machine learning algorithms to personalize instruction and provide immediate feedback on student performance.

Lumosity: This app uses AI to create personalized brain training exercises to help users improve their cognitive skills.

Use AI-powered text summarization: AI-powered text summarization can help you to quickly digest large amounts of information and make it easier to retain the important concepts. Some of these apps include:

Gensim: This is a Python library that uses machine learning algorithms to automatically summarize text. It can be used to extract important information from large amounts of text data.

SummarizeBot: This is an online tool that uses natural language processing to automatically summarize text. It can be used to quickly digest news articles, research papers, and other long-form text.

TextRank: This is an algorithm that uses a graph-based approach to summarize text. It can be used to extract the most important sentences from a piece of text.

OpenText: This company offers a range of AI-powered text analysis tools, including a text summarization module that can be used to automatically summarize large amounts of text data.

SEMANTIC: This company offers a natural language processing platform that includes a text summarization module, which can be used to automatically summarize text in multiple languages.

Hugging Face: A platform that provides pre-trained models and tools for natural language processing, it includes some models for text summarization, such as BART and T5.

Use AI-powered language learning apps: If you are studying for a test that requires knowledge of a foreign language, there are many AI-powered language learning apps that can help you to improve your language skills. These include:

Duolingo: This app uses AI to personalize language instruction and provide immediate feedback on student performance. It also uses gamification to make learning more engaging and fun.

Rosetta Stone: This company offers a range of language-learning software that uses AI to personalize instruction and provide immediate feedback on student performance.

Babbel: This app uses AI to personalize language instruction and provide immediate feedback on student performance. It also uses speech recognition technology to help users improve their pronunciation.

Lingodeer: This app uses AI to personalize language instruction and provide immediate feedback on student performance. It also includes a feature that helps users improve their listening and speaking skills.

FluentU: This platform uses AI to personalize language instruction and provide immediate feedback on student performance. It also includes a feature that helps users improve their listening and speaking skills by using real-world videos.

Lingvist: This app uses AI to personalize language instruction and provide immediate feedback on student performance. It also includes a feature that helps users improve their vocabulary.

By using AI to help you study, you can make the most of your time and improve your chances of success on your test. Remember, AI is not a replacement for human effort and hard work, but it can be a useful tool to augment your study routine.

[saudmuzaffar]

Unlocking the Potential of Chat GPT: My 30-Day Experiment

Chat GPT is a pre-trained language model by OpenAI that can understand and generate text like a human. In this article, I share my experience using Chat GPT for a variety of tasks such as answering questions, generating text, language translation, text summarization, and generating social media content ideas.

I found that Chat GPT excels in answering questions and holding conversations on various topics, with its vast knowledge base from the internet. However, the language syntax it uses can be generic, and the model is only updated to 2021. To get the latest search results, I recommend downloading the chrome extension and toggling the "search the web" button.

I also used Chat GPT to generate text, such as summaries and articles, and found that the output was good but not perfect. I recommend using it as a writing assistant and not copying and pasting the generated text.

In terms of language translation, Chat GPT performed well but not as good as dedicated software like Google Translate. Text summarization also worked well but make sure to review the answers it gives as it may miss important details.

Overall, I found Chat GPT to be a useful tool in my business, and I continue to explore new ways to utilize it. However, it's important to remember that it's not a replacement for human intelligence and should be used as an assistant rather than a primary source.

Some of my projects with help of chat gpt:

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[cynthiasebatina]

Text summarization is an important Natural Language Processing (NLP) task that is bound to have a considerable impact on our lives. With the evolution of the digital world and its consequent impact on the growing publishing industry, dedicating time to sincerely read an article, document, or book to decide its relevance is no longer a feasible option, especially considering time scarcity.

Further, with the increasing number of articles being published accompanied by the digitization of traditional print publications, it has become nearly impossible to keep track of incrementing publications available on the web. This is where text summarization can help to reduce the texts with less time intricacy.

What is Text Summarization?

The technique, where a computer program shortens longer texts and generates summaries to pass the intended message, is defined as Automatic Text Summarization and is a common problem in machine learning and natural language processing (NLP).

Text summarization is the process of creating a short, coherent, and fluent summary of a longer text document and involves the outlining of the text’s major points.

Text identification, interpretation and summary generation, and analysis of the generated summary are some of the key challenges faced in the process of text summarization.

The critical tasks in extraction-based summarization are identifying key phrases in the document and using them to discover relevant information to be included in the summary.

Two different approaches that are used for text summarization are:

 Extractive Summarization

 Abstractive Summarization

Extractive Summarization

Extractive methods attempt to summarize articles by identifying the important sentences or phrases from the original text and stitch together portions of the content to produce a condensed version. These extracted sentences are then used to form the summary.

Abstractive Summarization

This technique, unlike extraction, relies on being able to paraphrase and shorten parts of a document using advanced natural language techniques. Since abstractive machine learning algorithms can generate new phrases and sentences to capture the meaning of the source document. When such abstraction is done correctly in deep learning problems, they can assist in overcoming grammatical inaccuracies.

Benefits

The benefits of Automatic Text Summarization go beyond solving apparent problems.

Some other advantages of Text Summarization include:

Saves Time: By generating automatic summaries, text summarization helps content editors save time and effort, which otherwise is invested in creating summaries of articles manually.

Instant Response: It reduces the user’s effort involved in exacting the relevant information. With automatic text summarization, the user can summarise an article in just a few seconds by using the software, thereby decreasing their reading time.

Increases Productivity Level: Test Summarization enables the user to scan through the contents of a text for accurate, brief, and precise information. Therefore, the tool saves the user from the workload by reducing the size of the text and increasing the productivity level as the user can channel their energy to other critical things.

Ensures All Important Facts are Covered:

The human eye can miss crucial details; however, automatic software does not.  What every reader requires is to be able to pick out what is beneficial to them from any piece of content. The automatic text summarization technique helps the user gather all the essential facts in a document with ease. Text Summarization Powered by Impelsys’ SSAM.ai Automatic text summarization, an exclusive feature of SSAM.ai generates a semantically coherent and meaningful summary of the learning content while retaining the key information and overall meaning. It automatically summarizes sizable chunks of learning content into concise and meaningful summaries.

Impelsys’ Text Summarization Approach Impelsys Text Summarization:

 Enables automated summarization of lengthy, text-rich content.

 Facilitates flashcard creation.

 Reduces the time needed for E-learning by comprehending the source.

 Assist in summarizing the conversation on chatbots to summarize the business context.

[zulkiflisaid]

Weighting Feature Extraction for Text Summarization of Documents in Indonesian Language Using Genetic Algorithm

Important things from automatic text summarization are how to determine important information from a document. Important information can be obtained using extraction technique. Extraction technique is a technique which consists of the complete sequences are copied sentences and choose the parts important sentences from the original documents. 

Automatic text summarization with extraction techniques can be done by using some of the features text extraction. Each feature has a text extraction rate of different influences on the results of the system summary. Therefore, needed an optimization algorithm for determine level of importance or weight value of each feature extraction. One optimization algorithm that can be used is a genetic algorithm. On this final project, genetic algorithms are used to optimize the weight of feature extraction. 

In the training phase, the genetic algorithm is able to optimize the weight of the text extraction feature that produces an accuracy of about 46%. While in the testing phase, the system generates a summary with an accuracy of 46% for ten text features. After the observation model of the best chromosome, the system generates a summary with 53% accuracy for eight feature text extraction.

You can download the full version of this final project

[textfuly]

You can easily upload any content and get an accurate summary straight away, whether you wish to sum up a whole piece or just a few sentences. You can quickly edit your text to make it more concise, understandable, and simple to read with just a few clicks - Textfuly

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[daysi-bowe66gl3c8-blog]

Essay Summary Generator

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for meaning. That's where our online summary generator comes into play. If you're responsible for writing a summary of an article, don't worry. We've got a 

[textsummarizationtool]

AI Text Summarizer revolutionizes how we consume and manage content by quickly digesting and comprehending text. This advanced AI technology transforms text summarization, making it efficient, accessible, and manageable. Traditional methods often lack context and clarity, but AI Text Summarizer, powered by machine learning and natural language processing, generates coherent and context-rich summaries

[textfuly]

Textfuly is one of the products of CybraneX @cybranex.

CybraneX is a Information-technology consulting firm, which offers various products and services of expertise in AI,ML, Quantum, Quantum ML, and Quantum Hardware.

Contact us at www.cybranex.com

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[textfuly]

Our text summarizer tool uses AI to assist millions of users in summarising, understanding and improving any sentence, paragraph, article, or video - Textfuly

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