​[[{“value”:” Breaking down videos into smaller, meaningful parts for vision models remains challenging, particularly for long videos. Vision models rely on these smaller parts, called tokens, to process and understand video data, but creating these tokens efficiently is difficult. While recent tools achieve better video… Read More »CoordTok: A Scalable Video Tokenizer that Learns a Mapping from Co-ordinate-based Representations to the Corresponding Patches of Input Videos Divyesh Vitthal Jawkhede Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Semantic segmentation of the glottal area from high-speed videoendoscopic (HSV) sequences presents a critical challenge in laryngeal imaging. The field faces a significant shortage of high-quality, annotated datasets for training robust segmentation models. Therefore, the development of automatic segmentation technologies is hindered by this… Read More »Deep Learning and Vocal Fold Analysis: The Role of the GIRAFE Dataset Aswin Ak Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Graph Neural Networks have emerged as a transformative force in many real-life applications, from corporate finance risk management to local traffic prediction. Thereby, there is no gainsaying that much research has been centered around GNNs for a long time. A significant limitation of the… Read More »CLDG: A Simple Machine Learning Framework that Sets New Benchmarks in Unsupervised Learning on Dynamic Graphs Adeeba Alam Ansari Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Neural machine translation (NMT) is a sophisticated branch of natural language processing that automates text conversion between languages using machine learning models. Over the years, it has become an indispensable tool for global communication, with applications spanning diverse areas such as technical document translation… Read More »Tencent Research Introduces DRT-o1: Two Variants DRT-o1-7B and DRT-o1-14B with Breakthrough in Neural Machine Translation for Literary Texts Sana Hassan Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Natural Language Generation (NLG) is a domain of artificial intelligence that seeks to enable machines to produce human-like text. By leveraging advancements in deep learning, researchers aim to develop systems capable of generating contextually relevant and coherent responses. Applications of this technology span diverse… Read More »This AI Paper Introduces G-NLL: A Novel Machine Learning Approach for Efficient and Accurate Uncertainty Estimation in Natural Language Generation Nikhil Artificial Intelligence Category – MarkTechPost

​[[{“value”:” FineWeb2 significantly advances multilingual pretraining datasets, covering over 1000 languages with high-quality data. The dataset uses approximately 8 terabytes of compressed text data and contains nearly 3 trillion words, sourced from 96 CommonCrawl snapshots between 2013 and 2024. Processed using the datatrove library, FineWeb2… Read More »FineWeb-C: A Community-Built Dataset For Improving Language Models In ALL Languages Sajjad Ansari Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Multimodal reasoning—the ability to process and integrate information from diverse data sources such as text, images, and video—remains a demanding area of research in artificial intelligence (AI). Despite advancements, many models still struggle with contextually accurate and efficient cross-modal understanding. These challenges often stem… Read More »Qwen Team Releases QvQ: An Open-Weight Model for Multimodal Reasoning Asif Razzaq Artificial Intelligence Category – MarkTechPost

​[[{“value”:” The advancement of artificial intelligence hinges on the availability and quality of training data, particularly as multimodal foundation models grow in prominence. These models rely on diverse datasets spanning text, speech, and video to enable language processing, speech recognition, and video content generation tasks.… Read More »This AI Paper by The Data Provenance Initiative Team Highlights Challenges in Multimodal Dataset Provenance, Licensing, Representation, and Transparency for Responsible Development Sana Hassan Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Artificial Intelligence (AI) has been making significant advances with an exponentially growing trajectory, incorporating vast amounts of data and building more complex Large Language Models (LLMs). Training these LLMs requires more computational power and resources for memory allocation, power usage, and hardware. Optimizing memory… Read More »Frenzy: A Memory-Aware Serverless Computing Method for Heterogeneous GPU Clusters Afeerah Naseem Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Graphical User Interfaces (GUIs) play a fundamental role in human-computer interaction, providing the medium through which users accomplish tasks across web, desktop, and mobile platforms. Automation in this field is transformative, potentially drastically improving productivity and enabling seamless task execution without requiring manual intervention.… Read More »Salesforce AI Research Introduces AGUVIS: A Unified Pure Vision Framework Transforming Autonomous GUI Interaction Across Platforms Asif Razzaq Artificial Intelligence Category – MarkTechPost