This is our latest selection of worldwide publications and patents in english on Large Language Models (LLM), between many scientific online journals, classified and focused on large language model, LLM, generative pre-trained transformer, pre-training, transformer architecture, gradient descent, GPT, tokenization, generative model, self-attention mechanism, masked language model and MLM.
Enhancing Bottleneck Analysis in Ship Manufacturing with Knowledge Graphs and Large Language Models
Published on 2025-03-10 by Yanjun Ma, Tao Wu, Bin Zhou, Xiaoyang Liang, Jiwang Du, Jinsong Bao @MDPI
Abstract: Ship manufacturing is a critical backbone industry in China, where the nation leads on a global scale in terms of vessel completions and order volumes. However, the high volume of orders often imposes substantial processing loads, increases the risk of equipment failures, and exacerbates production bottlenecks. Despite the accumulation of significant amounts of data in this field, analyzing bottlenecks remains a persistent challenge, primarily due to the presence of heterogeneous, multi-source d[...]
Our summary: Enhancing bottleneck analysis in ship manufacturing through the use of knowledge graphs and large language models, addressing challenges in data integration and deep analysis, and improving manufacturing efficiency.
Knowledge Graphs, Large Language Models, Bottleneck Analysis, Ship Manufacturing
Publication
Unraveling Hormones and Signaling Pathways
Published on 2025-03-07 by Afshan Mehreen, Muhammad Faisal, Bilal Zulfiqar, Deli Hays, Kavishka Dhananjaya, Faiza Yaseen, Yujun Liang @MDPI
Abstract: Recent advancements in tissue engineering and stem cell science have positioned bone disease treatment as a promising frontier in regenerative medicine. This review explores the hormonal and signaling pathways critical to bone regeneration, with a focus on their clinical relevance. Key endocrine factors, including thyroid hormones (T3 and T4), insulin-like growth factor 1 (IGF-1), bone morphogenetic proteins (BMPs), parathyroid hormone (PTH), calcitonin, and fibroblast growth factor 23 (FGF23), [...]
Our summary: Recent advancements in tissue engineering and stem cell science have positioned bone disease treatment as a promising frontier in regenerative medicine. The review explores the hormonal and signaling pathways critical to bone regeneration, focusing on their clinical relevance. Key endocrine factors and signaling pathways govern bone repair and regeneration, with potential for optimizing hormone-based therapies in clinical applications.
hormones, signaling pathways, bone regeneration, regenerative medicine
Publication
Improvements to language model watermarking
Patent published on the 2025-03-06 in WO under Ref WO2025050084 by VERANCE CORP [US] (Winograd Joseph [us])
Abstract: A method of embedding a watermark into an Al LLM output comprising inputting a text prompt to an LLM, the LLM generating a first token text output. Binary reduction is performed on the token text output and generating watermarks using a watermark-seeded random number generator. The watermarks are applied to successive bits of the character set representations of the output by making a decision about accepting a completed token using a second random number generator that is distinct from the firs[...]
Our summary: Method of embedding watermarks into an AI language model output by performing binary reduction on token text output and applying watermarks using a watermark-seeded random number generator with acceptance decision based on relative token probability. New model PDF generated for accepted tokens.
language model, watermarking, binary reduction, random number generator
Patent
Agentic based processing for carbon emissions auditing
Patent published on the 2025-03-06 in WO under Ref WO2025049513 by GEOQUEST SYSTEMS B V [NL] (Manikani Sunil [in], Sule Vishwanath [in], Hassan Abbi Moghaiyera [us], Milne Paul [gb])
Abstract: Carbon emission auditing includes obtaining a supplier transaction record of an enterprise corresponding to a supplier entity from a transaction repository. A research response corresponding to the supplier entity is obtained from a large language model (LLM). A validity of the supplier transaction record based on the research response is further obtained from the LLM as a validation response. Field values of the record fields of the supplier transaction record are further verified by the LLM, a[...]
Our summary: Agentic based processing for carbon emissions auditing involves obtaining supplier transaction records, validating them using a large language model, and generating audit failure explanations.
agentic, carbon emissions, auditing, language model
Patent
Techniques for generating musical plan based on both explicit user parameter adjustments and automated parameter adjustments based on conversational i
Patent published on the 2025-03-06 in WO under Ref WO2025049565 by AIMI INC [US] (Balassanian Edward [us], Sorensen Andrew C [us], Hutchings Patrick E [us])
Abstract: Disclosed techniques relate to user control of generative music. In some embodiments, a computing system generates a musical plan based on both conversational inputs (e.g., using a large-language model (LLM)) and non-conversational inputs (e.g., via a traditional user interface) to a hybrid interface. The computing system may generate an initial version of the musical plan based on the LLM context and update the context and plan based on various types of user input via the hybrid interface. Disc[...]
Our summary: Techniques for generating musical plan using user and automated parameter adjustments, including conversational inputs and traditional user interface, allowing guided user control over generative music systems.
generative music, user control, computing system, hybrid interface
Patent
Methods and systems for synthesizing raw multichannel data
Patent published on the 2025-03-06 in WO under Ref WO2025049719 by THE REGENTS OF THE UNIV OF CALIFORNIA [US] (Deveshwar Nikhil [us], Rajagopal Abhejit [us], Larson Peder [us])
Abstract: Methods of synthesizing raw multichannel data are provided. The subject methods include receiving initial magnitude image data and producing phase image data from the initial magnitude image data using a generative model to synthesize the raw multichannel data. Systems and computer-readable media for practicing methods of the invention are also provided.[...]
Our summary: Methods and systems for synthesizing raw multichannel data, including receiving initial magnitude image data and producing phase image data using a generative model. Systems and computer-readable media for practicing these methods are also provided.
multichannel data, synthesizing, generative model, computer-readable media
Patent
Automated inventory management system
Patent published on the 2025-03-06 in WO under Ref WO2025050097 by STAXEL INC [US] (Dobrynin Dmitrii [us], Zavadskiy Victor [us])
Abstract: Systems and methods for automated warehouse fulfillment. Modular storage units may be installed in warehouse racks. The storage units may comprise rows of cell compartments configured to hold modular product cells. Each product cell may hold a single product and each of the product cells may be interconnected with one another to form chains of cells. These chains of cells may be loaded in the cell. Grabbing assemblies on automated robots may be used to load, unload and move product cells. One or[...]
Our summary: Automated inventory management system using modular storage units in warehouse racks, with automated robots for loading and unloading product cells to fulfill orders efficiently.
automated inventory management, warehouse fulfillment, modular storage units, automated robots
Patent
Systems and methods of managing an interaction with a large language model
Patent published on the 2025-03-06 in WO under Ref WO2025050056 by MARLIN MARISA [US] (Marlin Todd [us], Marlin Marisa [us])
Abstract: The present disclosure provides a method of managing an interaction with a large language model (LLM). Further, the method may include receiving a prompt data from a user device associated with an organization. Further, the method may include receiving a policy data from an organization device associated with the organization. Further, the policy data may be associated with the organization. Further, the method may include analyzing the prompt data based on the policy data. Further, the method m[...]
Our summary: Systems and methods for managing interactions with a large language model by analyzing prompt data based on policy data, generating output data using the language model, and storing and transmitting relevant information.
language model, interaction management, policy data, output data
Patent
