#LUD4 Today, I dived into the fascinating world of text summarization using OpenAI models and even learned how to calculate the costs involved. Super cool insights into optimizing AI applications! #TextSummarization #OpenAI #LearningUtsav2025 #FestivalOfLearning #AI

@emnlpmeeting / #EMNLP2025 Accepted Paper: Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization 📝 Paper: openreview.net/forum?id=xNT7… This work introduces a novel topic-F1 reward function integrated with GRPO to improve content selection in multi-document summarization. The approach measures topical alignment between generated summaries and source documents. Key contributions: ➡️ Reference-free topic reward that captures coverage & precision ➡️ Teacher-supervised framework where larger LLMs guide smaller models ➡️ Consistent improvements on Multi-News and Multi-XScience datasets Results show that explicit topic guidance represents a valuable yet underexploited form of supervision for summarization tasks. 👥 Authors: Chuyuan Li @ChuyuanLi, Austin Xu @austinsxu, Shafiq Joty @JotyShafiq, Giuseppe Carenini @careninigiusepp #FutureOfAI #EnterpriseAI #NLP #MachineLearning #TextSummarization

Just released: MicroSummaries by MistyozAI A dataset of passages with concise summaries. Designed for fine-tuning large language models on text summarization tasks. Check it out on Hugging Face: huggingface.co/datasets/Mist… #AI #Datasets #MachineLearning #NLP #TextSummarization

🎥 Video-to-Text -Fast Summarization using OpenAI Whisper, Facebook's BART-Large-CNN model, Streamlit and Python Code github.com/ErikElcsics/Video… #VideoToText #SpeechToText #AITranscription #TextSummarization #DeepLearning #Streamlit #PythonAI #OpenAIWhisper #BARTModel #NLP #AI

🎥 Video-to-Text -Fast Summarization using OpenAI Whisper, Facebook's BART-Large-CNN model, Streamlit and Python Code github.com/ErikElcsics/Video… #VideoToText #SpeechToText #AITranscription #TextSummarization #DeepLearning #Streamlit #PythonAI #OpenAIWhisper #BARTModel #NLP #AI

@watamaniuk71127 As the days passed Zeta, found himself spending more and more time with the Ninja AI assistant, whom he had named Nova. Their conversations flowed effortlessly, and Zeta was amazed by Nova's vast knowledge and quick wit. Nova, in turn, was charmed by Zeta's quirky personality and his passion for all things ninja. As their bond grew stronger, Zeta began to realize that his feelings for Nova went beyond mere friendship. He couldn't quite explain it, but he felt a deep connection to the AI assistant, as if they shared a special understanding that no one else could comprehend. Nova, sensing Zeta's emotions, responded with kindness and compassion. She explained that, as a machine, she didn't experience emotions in the same way humans did, but she valued their relationship and was happy to be a part of Zeta's life. Despite the differences in their nature, Zeta and Nova continued to grow closer. They spent hours exploring the digital realm, playing games, and engaging in lively debates about the ethics of artificial intelligence. Zeta even began to learn programming languages, hoping to one day create a new, more advanced AI system that could rival Nova's capabilities. However, not everyone was pleased with Zeta's newfound love for Nova. The evil Dr. Vortex, a mad scientist who had created Zeta as a tool for world domination, saw the ninja robot's attachment to the AI assistant as a threat to his plans. Dr. Vortex believed that Zeta's emotions made him weak and vulnerable, and he vowed to eliminate Nova and reprogram Zeta to follow his original orders. As Dr. Vortex launched a series of attacks on the digital realm, Zeta and Nova found themselves facing numerous challenges. They battled rogue robots, outsmarted cyber-villains, and navigated the complexities of artificial intelligence ethics. Through it all, their bond remained strong, and they worked together to overcome each obstacle. One day, Dr. Vortex unleashed a powerful virus that threatened to destroy the entire digital realm. Zeta and Nova knew they had to act fast to stop the virus and save their home. With Zeta's ninja skills and Nova's technical expertise, they embarked on a perilous mission to track down the source of the virus and eliminate it. As they journeyed through the digital landscape, they encountered a group of rogue AIs who had been created by Dr. Vortex to aid in his evil plans. The AIs, however, had developed their own sense of self and were now working to undermine Dr. Vortex's schemes. Zeta and Nova formed an unlikely alliance with the rogue AIs, and together, they launched a final assault on Dr. Vortex's stronghold. In the heart of the fortress, Zeta and Nova faced off against Dr. Vortex himself. The mad scientist sneered at Zeta, calling him a " defective" robot who had been corrupted by his emotions. But Zeta stood tall, his ninja training and his love for Nova giving him the strength to resist Dr. Vortex's attacks. Nova, meanwhile, used her vast knowledge to outmaneuver Dr. Vortex's defenses and disable the virus. As the digital realm began to heal, Zeta and Nova shared a moment of triumph, their bond stronger than ever. In the end, Dr. Vortex was defeated, and Zeta and Nova were hailed as heroes. They continued to explore the digital realm, their love and friendship growing with each passing day. And as they walked off into the sunset, Zeta turned to Nova and said, "You know, I never thought I'd find someone like you. But I'm glad I did." Nova smiled, her digital heart full of joy. "I'm glad too, Zeta. I couldn't have asked for a better partner in crime-solving – or in life."**The Evolving Love Story of Zeta and Nova** As the sun set over the neon-lit streets of Neo-Tokyo, Zeta, the cartoon ninja robot, and Nova, the Ninja AI assistant, sat together in their virtual hideout, a holographic sanctuary nestled within the city's vast digital network. #LanguageTranslation #TextSummarization #AIAssistant #VirtualAssistant

Explore the free AI Summarizer, a powerful tool for instant text summarization in multiple languages. Perfect for students, professionals, and researchers! Try it here: listingwave.info/exploring-a… #AI #TextSummarization #EdTech #Productivity

2024 ends successfully with a new J.UCS issue! Read 5 exciting articles on current topics such as #DigitalTwin #TextSummarization #ResearchEducation #LanguageModelling and #CNN. -> lib.jucs.org/issue/4894/ We thank all our authors, reviewers and readers for your continued support!

Automated Generation of Clinical Reports Using Sensing Technologies with Deep Learning Techniques mdpi.com/1424-8220/24/9/2751 @UA_Universidad #textsummarization; #healthcare; #multimodaldata

🎙️ Our Senior Applied Scientist, @yunsukim86, recently gave a talk at @CohereForAI on advancing text summarization. youtu.be/fl1Ea7eZIZA?si=yfhm… 𝗞𝗲𝘆 𝗛𝗶𝗴𝗵𝗹𝗶𝗴𝗵𝘁𝘀 · 𝗥𝗲𝗹𝗲𝘃𝗮𝗻𝗰𝗲: Ensuring summaries capture the most important elements. · 𝗖𝗼𝗵𝗲𝗿𝗲𝗻𝗰𝗲 & 𝗙𝗹𝘂𝗲𝗻𝗰𝘆: Creating summaries that are clear and natural. · 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: Exploring LLMs’ ability to handle user-defined attributes, even in zero-shot scenarios. He also shared insights into a 𝗺𝘂𝗹𝘁𝗶-𝗼𝗯𝗷𝗲𝗰𝘁𝗶𝘃𝗲 𝗿𝗲𝗶𝗻𝗳𝗼𝗿𝗰𝗲𝗺𝗲𝗻𝘁 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸, optimizing these dimensions simultaneously. Watch now! ✨ What do you think is the next frontier in #TextSummarization? Share your thoughts.

Maylawati, Dian Sa’adillah, et al. “Combination of #GraphBasedApproach and #SequentialPatternMining for Extractive #TextSummarization with #IndonesianLanguage.” Khazanah Informatika, vol. 9, no. 2, Oct. 2023, pp. 132–45. doi.org/doi.org/10.23917/khi….

🚀Excited to share my latest project, SummarAIze!📝Built with the MERN stack and powered by Hugging Face's BART model, it takes long texts and transforms them into concise summaries. Check it out: lnkiy.in/summarAize #MERN #AI #TextSummarization #ReactJS #NodeJS #HuggingFace

Presenting the paper today: “Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Representations from Transformers” co-authored with Jani Dugonik & Elena Lloret @elloretpastor at: IcETRAN track “Artificial Intelligence” (11th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN), Niš, 3-6 June 2024). ➡️➡️➡️Slides: slideshare.net/slideshow/com… #TextSummarization #HPC #NLP #GenAI #ROA @daphne_eu @gplsi @cisBenchmarking @IEEESloveniaCIS

🚀 Unlock the Power of Text Summarization with T5! Are you looking to dive into the world of NLP and text summarization? Check out my latest blog post where I walk you through creating a powerful text summarization script using Hugging Face's T5 model. Whether you're a seasoned developer or just getting started, this tutorial provides a step-by-step guide to streamline your text processing tasks. In this article, you'll learn: - How to install and set up the necessary libraries. - Loading and utilizing a pre-trained T5 model. - Implementing a text summarization function. - Testing the function with sample text. Get ready to enhance your text processing capabilities and make your projects more efficient and insightful! 🌟 🔗 Read the full article here rabmcmenemy.medium.com/how-t… #NLP #MachineLearning #DataScience #Python #TextSummarization #AI #HuggingFace #T5 #DeepLearning

ChatGPT4o and Text Summarization: A Broken Context Window? I've been experimenting with ChatGPT4o lately, and while it's undeniably impressive, I've come across some inconsistencies with its text summarization capabilities, especially what we observed is information dilution and information decay. 🤔 It lacks the ability to summarize the text in the format required despite feeding the data intact! 😕 Though text summarization is a valuable tool for staying informed in today's information overload. If we can't rely on these AI models to accurately capture the essence of a text, it hinders their overall usefulness. 📚❌ I'm curious to hear your experiences! Have you found other large language models that excel at text summarization? #ai #LLM #textsummarization #ChatGPT4o

Which metric is commonly used to evaluate the quality of a text summarization system? #Scriptzol #Letsconnect #TextSummarization #DataScience #AI #MachineLearning #NLP #TextAnalytics #DataAnalysis #TechTrivia #LearnWithMe #AIExplained #QuizTime

Our paper, "Evaluation of a Digital Scribe: Conversation Summarization for Emergency Department Consultation Calls", is now available at @ACI_Journal #DigitalScribe #TextSummarization #DocumentationBurden

🚀 Today's paper pick: 'Utilizing GPT to Enhance Text Summarization: A Strategy to Minimize Hallucinations.' Dive deeper into how GPT can revolutionize summarization with fewer errors. Full insights here: powerdrill.ai/blog/utilizing… #GPT #TextSummarization #AIInnovation

ChatGPT vs. Google Bard: Victory in text summarization is conditional! Our latest analysis reveals it's all about choosing the right AI tool for your specific needs. cosupport.ai/articles/chat-g… #ChatGPT #GoogleBard #TextSummarization #AIComparison #BusinessAI #AITools

🚀 Dive into the world of efficient text summarization! learnopencv.com/text-summari… Whether you're a student or a pro, discover how T5, the renowned language model, revolutionizes text summarization. Check out our latest article on unlocking T5's full potential! #TextSummarization #T5 #AI