RCaz/eu-funding-proposals-sft huggingface dataset:
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe the novelty, innovation potential and advance beyond the state of the art for 'STAble and low cost Manufactured bipolar plates for PEM Fuel Cells' (STAMPEM).

assistant: **Innovation**

One key component in the PEMFC which contributes significantly to cost, weight, volume of the stacks and still needs to be improved to ensure cell lifetime is the BiPolar Plate (BPP). Metal based bipolar plates are very attractive, but a protective coating is needed to avoid corrosion and keep the interfacial contact resistance low.The STAMPEM-consortium has been established acknowledging that further development of BPPs require Europe’s best available resources, with respect to both human competence and infrastructure (laboratories). The objective in STAMPEM is to develop a new generation coating for low cost metallic bipolar plates for PEMFCs, with robust and durable properties for assembly and manufacturing, showing high performance after more than 10000 hours of operation.The concept of STAMPEM is to combine world leading industrial actors capable of volume manufacturing with research institutions with the required generic competence capable of providing breakthrough solutions with respect to a new generation coating for low cost metallic BPPs. By involving an end user of the BPPs developed in the STAMPEM project, the results will be thoroughly verified under realistic operating conditions in a PEMFC stack.The initial phase of the project will be used to establish a testing protocol for BPP materials. In order to screen materials basic corrosion experiments will be performed with contact resistance measurements before and after the testing. Promising materials will further be tested in fuel cells and even further in stacks. The BPP materials go through a real mass production cycle, and also the real production cost will be analyzed. Also the possible detrimental contamination of the membrane will carefully be investigated. The most promising materials will in the en
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe the specific objectives and expected outcomes for 'The Foundation for the Smart Factory of the Future' in the context of a Seventh Framework call.

assistant: **Objectives**

Today's major challenges for manufacturing companies, operating under productivity pressures, greater product variability and environmental constraints, are clearly identified as global cooperation with multiple supply chain partners, production optimization, and tracking and management of information to meet new requirements like traceability, security, sustainability. These requirements lead to the need for a universal manufacturing information system based on a data exchange standard that allows disparate entities and their associated devices of a manufacturing system to share data seamlessly in a common format. This future digital manufacturing foundation, that represents the brain and knowledge repository of the manufacturing system, will then enable the implementation of the Smart Factory architecture based on a high bandwidth Manufacturing Information Pipeline for data interoperability. The Smart Factory integration towards real-time networking and adaptive capability also envisions:\tOptimizing the numerically controlled (NC) machining systems including programmable logic controllers (PLC) through an embedded Supervisory Control and Data Acquisition (SCADA) system\tSupporting an advanced Manufacturing Execution System (MES) providing not only integrated process automation but also extension of its scope to achieve energy efficiency and sustainability goals as well as waste reduction and e-manufacturing.\tReducing product integration, time-to-market costs and resource diagnosis-maintenance costs through a common control and monitoring platform.\tImplementing homogenous information sources generating data from the whole process, thus achieving information binding and integration from the extended Manufacturing Execution System (MES) to both vertical (innovatio
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Draft the 'Objectives and Scope' section of a Fourth Framework proposal for the project 'Genetic and molecular markers for seed quality'.

assistant: **Objectives**

Seed quality is of basic importance for a good seedling establishment and crop management. Recently, European researchers, involved in the proposed project, have shown that analysis of cell cycle activity, including DNA repair, DNA replication and levels of specific proteins, have great potentials as markers for monitoring seed germination and seed quality. However, seed germination is a complex system and it is the experience of the seed industry that at least several markers are needed, both to monitor the different stages of germination, and to be applied to a wide variety of crops.  The project aims to identify genetic and molecular markers to develop quick tests for monitoring seed germination and testing seed quality. The following objectives are formulated: 1. To gain a strategic understanding of the processes that occur during seed germination, with a broad range of species. 2. To select genetic and molecular markers. 3. To develop quick tests that can be exploited by the seed industry and seed testing stations. 4. To provide the growers and farmers with improved predictions for field performance of seeds.  To reach these objectives a co-operation is established between ten European research and industrial partners involved in the fields of seed research, molecular biology, genetics, flow cytometry, industrial seed production and analytical test development. Information initially obtained with cabbage and arabidopsis will be applied to other agricultural crops. The processes to be studied are DNA repair, DNA replication, other cell cycle activities and protein degradation. Besides this, new germination specific genes and proteins will be isolated and their regulation studied. The project will result in genetic and molecular markers for seed germination, which ca
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the 'Expected Impact' section for the project 'VALIDATION OF THE BIOTECHNOLOGICAL PROCESS AND PRODUCTION OF A FIRST LOT OF SAMPLES FOR CLINICAL TRIALS' (KINASE), addressing dissemination and exploitation.

assistant: **Impact**

Thromboembolic diseases in general and myocardial infarction in particular are a major cause of mortality and morbidity world-wide. In Germany alone, more than 300,000 patients annually suffer from myocardial infarction and 40%have to undergo thrombolytic therapy. However thrombolytic therapy with plasminogen activators has led to a significant improvement in the outcome of these life-threatening diseases. Nevertheless, all drugs available to date have a limited efficacy and cause systemic side effects on the hemostatic system. In addition, the most advanced thrombolytic (rt-PA) is available only at a very high price which has limited its application.The project contributed to the ongoing development of an existing biotechnological process.The production of recombinant straphylokinase, which had been shown to hold very high promise for an improved treatment of myocarial infaction and other thromboembolic diseases. The estimated worldwide market size for thrombolytic drugs is approx US $1.5 billion. The process was originally developed by the Hans-Knöll-Institut für Naturstofforschung (HKI), Jena, the Center for Molecular and Vascular Biology (CMVB), Leuven, Medac, Hamburg and Thromb-X, Leuven. The work was based on a pilot clinical trial, which compared the efficacy of staphylokinase against the best available current treatment in 100 patients with myocardial infarction.The two main activities of the project were:- validation of the biotechnological process for the production of recombinant straphylokinases in order to obtain a product quality which meets European regulations and which would be suitable for human consumption- production of recombinant straphylokinase samples of sufficiently high quality and purity for stability, toxicological and initial formal testing
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Explain how 'System EYE - сutting-edge innovation to make your drive safer, collect and monetize automotive data' goes beyond current state-of-the-art under Horizon 2020.

assistant: **Innovation**

Discoperi puts the Driver’s safety and rights in the center of the automotive ecosystem.Every year 1.25 million people die in car accidents, and so car accident prevention market is forecasted to reach $50 bn in 2021. To deal with this challenge and utilize market opportunity Discoperi has designed System EYE — the first on the market smart IoT system capable of preventing possible collisions. System EYE collects the data, analyzes it and alarms the owner and other drivers in the domain when the probability of an accident nearby is high. At the same time, current way of handling automotive data does not allow the drives to benefit from automotive data continuously generated by all modern vehicles. In 2018 industry players only start tapping into car data monetization potential forecasted to reach $450 - 750 bn by 2030, and System EYE is the first solution to allow storing and monetizing collected automotive data on behalf of a driver on the blockchain, using DISC tokens.Discoperi aims at fast global commercialization of System EYE to bring its value worldwide leading automotive revolution. In Discoperi vision, automotive ecosystem participants own, share and transact data in a fair and transparent way. To make this happen, Discoperi expanded its team by top-notch professionals in AI, blockchain, business, marketing and operations with experience from: Hyperloop, Ericsson, McKinsey, Distrokid, etc. In 2017 Discoperi was recognized as top-50 global most innovative startups, top-10 the best hardware startups in Ukraine, top-15 the best startups in Spain. Objective of the Phase 1 project of SME Instrument is to develop an elaborate feasibility study for System EYE commercialization that would include: a thorough analysis of target markets, unique value proposition and entry
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe the specific objectives and expected outcomes for 'Super-Kamiokande plus' in the context of a Horizon 2020 call.

assistant: **Objectives**

This proposal is a part of ongoing global efforts to understand the most fundamental elements of matter and their interactions. We aim to investigate neutrino interactions using the existing experimental facility in Japan, the Super-Kamiokande (SK) detector located in the Kamioka Observatory (Gifu Prefecture) and owned by the Partner of thisProject: the Institute for Cosmic Ray Research of the University of Tokyo.  Furthermore, we propose a joint work on the design and construction of new neutrino detectors planned at theKamioka Observatory. They are Gadzooks! (and its R&D program EGADS), that is an extension to SK, and Hyper-Kamiokande (HK), its next generation detector. These Projects are currently ongoing and in preparation phase, respectively.We address several fundamental problems in physics. We do it at different stages: by analyzing the data from SK,by building and commissioning Gadzooks!, and by designing HK:• Neutrino Oscillations – neutrino mass hierarchy (SK, Gadzooks!, HK), leptonic Charge-Parity violation (HK),precise measurement  of mixing parameters (SK, Gadzooks!, HK), • Dark Matter – search for neutrinos induced by dark matter annihilation/decay in the cosmic space (SK, HK), • Nearby Galactic Supernova Physics – measurement of neutrinos emitted in the burst (SK, Gadzooks!, HK), • Diffuse Supernova Neutrino Background – discovery (Gadzooks!) and energy spectrum measurement (HK),• Grand Unification – search for proton decay (SK, Gadzooks!, HK). Seconded researchers will work in Japan on those investigations. The collaborative work with the leaders of the field, the Japanese Groups and Research Facilities, should assure the researches and the Participants Groups the gain of an invaluable experience from these studies ,covering neutrino physics, cosmology,
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the 'Expected Impact' section for the project 'The Development of Students' Identities as Knowledge Builders' (SIKB), addressing dissemination and exploitation.

assistant: **Impact**

This fellowship addresses the vital societal and educational challenge of preparing school students to successfully take part in the new knowledge society. The research component will examine students’ identities as knowledge builders as they study human body systems and climate change within fifth-grade classrooms designed as knowledge building communities. The objectives of the research address both theory and practice, aiming to (a) elucidate a conceptual framework on how boys' and girls' identities as knowledge builders grow over time; and (b) impact school implementation by articulating research-based design principles that enhance the development of students’ identities as knowledge builders. By introducing the notion of identity to knowledge building, I will bring together humanistic psychology and the learning sciences, leading to interdisciplinary advancements and practical knowledge about how to design sustainable learning communities using collaborative learning technologies. The outgoing and incoming phases of this fellowship entail close mentoring with two outstanding researchers, both of whom are directors of prestigious national research centres, to serve as supervisors. Together with formal training activities, the engagement of the supervisors in educational innovation created through research-practice partnerships will provide me with an ideal environment for my research goals to actualize. Aided by six short visits during the course of the fellowship with leading international scholars on knowledge building communities, I will create a consortium for European researcher-practice partnerships focused on implementing knowledge building communities, making a vital contribution to the 'Innovation Union'. Altogether, this fellowship will develop my career
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Explain how 'Learning with Multiple Representations' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

Machine learning methods operate on formal representations of the data at hand and the models or patterns induced from the data. They also assume a suitable formalization of the learning task itself (e.g., as a classification problem), including a specification of the objective in terms of a suitable performance metric, and sometimes other criteria the induced model is supposed to meet. Different representations or problem formalizations may be more or less appropriate to address a particular task and to deal with the type of training information available. The goal of LEMUR is to create a novel branch of machine learning we call Learning with Multiple Representations. We aim to develop the theoretical foundations and a first set of algorithms for this new paradigma. Moreover, corresponding applications are to demonstrate the usefulness of the new family of approaches. We regard LEMUR as very timely, as LMR algorithms will allow to flexible representations (e.g., suitable for explainability, fairness) with diverse target functions (e.g., incorporating environmental or even social impact) so as to make the induced models abide by the Green Charter and trustworthy AI criteria by design. We will focus on learning with weak supervision because it addresses one of the major flaws of modern ML approaches, i.e., their data hunger, by means of weaker sources of labelling for training data. The outcome of the DN will be a set of 10 experts trained to implement the third and subsequent waves of AI in Europe. The highly interdisciplinary and intersectoral context in which they will be trained will provide them with research-related and transferable competences relevant to successful careers in central AI areas.


**Keywords:** Machine Learning, Artificial Intelligence, Representat
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Explain the overall concept, methodology and approach for the project 'SONATA: Brain-Aligned Neural Architectures for Real-Time Sound Recognition' (SONATA).

assistant: **Concept**

SONATA (Sound-Oriented Neural-AI Alignment for Temporal Audition) addresses a core scientific and technological challenge: artificial systems still lack the human brain’s ability to interpret sounds quickly and flexibly. While the brain extracts meaning from sound through dynamic, multiscale processing, current AI systems are trained on static datasets and often fail in unpredictable or noisy conditions. SONATA proposes a new strategy: using high-resolution brain data to guide the development of deep learning models for sound recognition. Specifically, it develops biologically inspired multistream neural networks and constrains their architecture using recordings from magnetoencephalography (MEG), a non-invasive technique that captures brain activity with millisecond precision. The key innovation lies in integrating tools from cognitive neuroscience—such as Representational Similarity Analysis—into the training and evaluation pipeline. These techniques allow the project to align internal model representations with those observed in the brain. The action is structured around three objectives: (O1) design of neuro-inspired model architectures; (O2) incorporation of both theoretical and data-driven neural constraints; and (O3) dual benchmarking of functional accuracy and biological plausibility. SONATA is hosted at Aix-Marseille Université under the supervision of Dr. Bruno Giordano, and will generate open-source tools and insights with applications in auditory neuroscience, AI, and assistive hearing technologies.


**Keywords:** Auditory neuroscience, Artificial Intelligence, Sound Recognition, Deep Learning, neural alignment, Biologically-Inspired Modelling
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Compose a compelling abstract for 'Activation of Methane and Other Alkanes with Electrophilic Gold complexes' demonstrating excellence, impact and implementation quality for a Seventh Framework call.

assistant: **Abstract**

C-H activation (functionalization) is the direct and selective substitution of a carbon-hydrogen bond by new, lower in energy C-X bonds (C-C, C-O, C-N, among others) and is one of the most  important current goals in chemistry. These transformations have very broad potential in synthesis because C-H bonds are ubiquitous and their selective activation will change current practice of organic synthesis of complex molecules in research laboratories and in industry. The aim of our Strategic Action is to develop new systems for the catalytic activation of methane and other alkanes based on gold chemistry. Specifically, we wish to discover new reactions for the oxidation of methane to methanol under mild conditions using robust Au(III) complexes. Additional objectives are: (i) selective functionalization of activated C-H bonds (benzylic, allylic, or tertiary) in complex molecules using similar systems to those developed for the activation of simple alkanes. (ii). The development of new gold-oxo complexes as catalysts for the oxidations of alkenes. This proposal takes advantage of the knowledge on catalyst design and methodology development of the two  research groups involved in the INTECAT project that has led in recent years, among others, to the synthesis of a series of highly electrophilic gold(I) complexes for the activation of alkynes, the cyclopropanation of alkenes, as well as for the C-H activation of alkanes via carbene-transfer processes. Theoretical work will lead us in the design and synthesis of new gold-compexes and in the understanding of the mechanism of C-H activation.