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: Draft an executive summary for the EU project 'Catalytic C–F Bond Functionalisation with Transition Metal Catalysis' (FluoroCAT) targeting Horizon 2020.

assistant: **Abstract**

Fluorinated organic molecules play a pivotal role in chemical manufacture. For example, it has been estimated that approximately 20-40% of pharmaceuticals and agrochemicals contain at least one fluorine atom. Despite the fact that perfluoroarenes - aromatic hydrocarbons in which every hydrogen atom is replaced with a fluorine atom - are an inexpensive abundant chemical feedstock they are rarely used in chemical manufacture. The strong carbon–fluorine bond provides an impasse to further chemical reactions. Here we propose to develop a new catalytic method to transform inert carbon–fluorine bonds in perfluoroarenes to reactive carbon–aluminium bonds. We will transform the aluminium-containing reactive intermediates into useful products through carbon–carbon and carbon–heteroatom bond forming reactions. The overall process represents an original underpinning technology to transform inert and chemically persistent fluorinated molecules into building blocks that can be used in chemical manufacture. The ultimate goal of this work is to create a fresh paradigm for using perfluoroarenes in pharmaceutical and agrochemical programmes.  The proposed programme will provide world-class training in the areas of organometallic chemistry, homogeneous catalysis and mechanistic analysis. The long-term benefits will be felt in the areas of health and food sustainability.
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 'Degradation' (DEGRADATION).

assistant: **Innovation**

We are proposing to launch a series of two meetings on the subject of the Degradation of Biomaterials. At this stage only funding for the first meeting is being requested. However, reference is made to the second event in order to provide assessors with an overview of the project. The objectives of the proposed events are to determine, assess and understand by multi- and inter-disciplinary collaboration the processes of degradation of medical devices. Released degradation products and their metabolites are the most important reasons of biological reactions and health hazards.On the other hand, this behaviour can positively be exploited by the development of specific materials to be replaced by normal soft or hard tissue during a specific degradation period and/or to release during these period active components, such as active molecules, enzymes, biotica or growth factors. The assessments and understanding of the accidental or wanted degradation processes are necessary to improve by physical, chemical all biological technology existing materials to prevent accidental degradation and to develop new materials with activating compounds and tailored for drug delivery. Single-component medical devices become less frequent, contact between different materials is mostly unavoidable and there is a significant increase of the use of multi-material and composite devices with improved biofunctionality. The relation between the individual events is subsequently respected by the need of multi-and interdisciplinary co-operation and the requirement of multiple material families. In this way, the proposed series will have an evolutionary character starting from basic materials and evolving via modern but nevertheless still problematic materials such as ceramics and polymers and their c
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 how 'Fodder for for HEALTHier animals and improved liveSTOCK production' will create measurable scientific, societal and economic impact aligned with Horizon 2020.

assistant: **Impact**

"PENTABIOL has developed and tested PROBISAN, a fermented fodder for nutrition of animals that overtakes the performance of any other fodder in the market. The most strict and unbiased product test has been undertaken on a single commercial swine farm in Spain comparing PROBISAN, DIAMOND V (the leading product in the market) and the best performing fodder ever experienced in the farm, namely PROBIO, which was a fodder specifically engineered for this farm using probiotic additives. Each fodder was used to feed during the same period of a population of 1.575 piglets (252 each fodder).PROBISAN piglets ate 3,3% less and grew 4% more than PROBIO piglets, and ate 10% less and grew 4% more than DIAMOND V piglets. Considering both effects PROBISAN offers 14% more yield than the market leader and 7,3% more yield than the best specially engineered product. Furthermore the average deviation of results with the group of 7 independent tests showed that PROBISAN is much more stable than the other fodders.""""
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 'Fostering Trust in AI driven Healthcare: SecUre and uNbiased knowleDge guided gEneRative AI' demonstrating excellence, impact and implementation quality for a Horizon Europe call.

assistant: **Abstract**

Machine learning (ML) offers transformative opportunities for healthcare, with applications ranging from precision medicine to operational optimization. However, progress is constrained by limited access to diverse, high-quality datasets, exacerbated by fragmentation, data scarcity, and stringent privacy regulations. Traditional data augmentation methods fail to fully capture the complexity and heterogeneity of healthcare data. Generative AI, particularly large language models (LLMs), offers a promising alternative by synthesizing realistic datasets while addressing data scarcity. Yet, their adoption in healthcare is hindered by critical concerns about trustworthiness, including semantic validity, fairness, bias mitigation, fidelity, privacy preservation, and real-world utility. This research identifies key gaps in developing trustworthy generative models and ML methods for healthcare. These include the absence of standardized synthetic data evaluation frameworks, trust deficits in healthcare generative models, resource intensiveness, and design-induced opaqueness. The overall objective of the THUNDER project is to forge a comprehensive framework for trustworthy and responsible generative AI in healthcare. This will be achieved by defining (i) standardized evaluation metrics, (ii) developing advanced knowledge-guided generative models, and (iii) creating a fully frugal-by-design and interpretable-by-design learning models. These efforts, driven by interdisciplinary and intersectoral mobility and knowledge exchange, will establish a new paradigm for AI-driven healthcare. We will target Sepsis as a global health priority identified by the World Health Organization (WHO).


**Keywords:** Generative models, metrics, neural networks, frugal machine learning
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 'KiiCS - Knowledge Incubation in Innovation and Creation for Science' (KiiCS), addressing dissemination and exploitation.

assistant: **Impact**

KiiCS – Knowledge Incubation in Innovation and Creation for Science – stems from the belief that territoriality nourishes creativity and that local strengths and assets in relation to innovation and creativity should be mobilized to strengthen interactions potential across sectors and disciplines. The aim is to break silos between disciplines and business sectors. KiiCS is a project to experiment and promote incubation actions between artists, creators, scientists, creative and technology businesses and young adults across 13 countries through creative European collaboration processes.To achieve its objective KiiCS will:-Establish 9 incubation modules across Europe using local strengths  and infrastructures at city/local level to stimulate the innovation potential of the science, technology and creative sectors through specific interactions with a view to generate innovative ideas and projects.-Develop 6 transnational joint actions amongst science centers and creative brokers for the young adults to experiment innovation processes through interaction between science and the creative sectors..The main outputs of the project will be 18 innovative ideas/projects brought forward to the business sector. They will compete for a European KiiCS Award. Similarly, 6 ideas produced by young adults through transnational incubation processes will be subject to the European KiiCS Youth Award.KiiCS will also develop an Incubation Kit and propose training workshops for key stakeholders likely to develop similar initiatives and to establish good practices in interactions between science and the creative sector.
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 the 'State of the Art and Innovation' section for a Horizon Europe proposal on 'Comprehensive Technology to Improve Energy Efficiency and Operation Safety of High-speed Freight Trains'.

assistant: **Innovation**

For increasing the amount of freight transported by railway, freight trains have become longer and faster in recent years. The rising speed brings large motion resistances, including wheel-rail contact forces, suspension forces, and wind forces. On one hand, larger motion resistances consume more energy, producing more carbon emissions. On the other hand, violent wheel-rail forces and wind forces lead to high risks of derailment and overturning for high-speed freight trains (HSFTs). To save energy consumed by motion resistances (ECMR), some scholars reduced wind drag forces on HSFT by adjusting the train composition, and some scholars regarded HSFT as a mass point to optimize switching points of accelerating, cruising, coast, and braking based on empirical equations of ECMR. Previous studies did not evaluate the complete ECMR of the wind-vehicle-track coupled system precisely, not to mention juggling ECMR and operation safety of HSFT. Thus, this project adjusts motion resistances of HSFT by optimizing its structural parameters and control strategy to simultaneously decrease ECMR and improve operation safety, thereby reducing induced carbon emissions safely.This project will establish the ECMR model for trains under wind actions. On this base, the train configuration and cargo loading position will be optimized for energy efficiency and operation safety. The operation condition of HSFT will be adjusted according to track conditions to reduce ECMR. Finally, a semi-active control strategy of suspension dampers will be proposed to decrease ECMR and carbody vibration.This project can provide an effective tool to evaluate ECMR and take comprehensive measures to realize multi-objective optimization for energy efficiency and operation safety. If widely applied within the EU, th
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 the 'State of the Art and Innovation' section for a Horizon Europe proposal on 'Mobile Primary Care Device for Documentation and Analysis of Chronic Wounds - Market Transition'.

assistant: **Innovation**

More than 12 million people worldwide suffer from chronic wounds. These open wounds need to be treated in the long term, resulting in annual costs of €27 billion. The treatment of chronic wounds is based on recurring medical examinations at intervals of 4 weeks, which include photographic documentation and a measurement of the wound. According to the current state of the art, this is simply done with a ruler, whereby the ruler is often inserted directly into the wound to assess the depth of the wound. This method not only leads to unreliable and non-reproducible results. It also takes up to 30 min. and is associated with massive pain for patients. To provide patients with relief and efficiently support wound healing, cureVision has developed a unique primary care device that enables fast and accurate documentation and analysis of chronic wounds. Our device contains multiple cameras and detectors that fully automatical analyse seven critical parameters without touching the wound itself. In addition to the wound dimensions, the integrated AI also automatically and reliably analyses the tissue components of the wound (%). Thus, for the first time, our mobile primary care device enables fast and accurate assessment for every wound to enable clinicians to adjust the therapy early. In addition to the significantly more comfortable, non-invasive examination for the patient, our device reduces the examination time by up to 60 %. The optimised therapy will reduce both treatment time and hospitalisation rates, resulting in annual cost savings of over € 40 million in Germany alone. After producing a first working MVP, we now want to produce 50 final MVPs to test and verify the functions under real conditions and make adjustments based on user feedback. Before we go to market, our
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 an executive summary for the EU project 'High performance arbitrage detection & trading' (HAT) targeting Fourth Framework.

assistant: **Abstract**

This project will develop a realistic demonstration of the capabilities of applying HPC to detecting and trading arbitrage in high-frequency financial markets which will be of vital interest to market participants.The roles of the partners in the project are as follows:London Business School in collaboration with Reuters have already developed a set of pricing relationships that are often violated in the Foreign Exchange, Equity, and Fixed income market. A comprehensive set of zero-risk arbitrage conditions will be delivered for each market to the other partners to achieve the basic objectives of the HAT project.Dresdner Bank, BNP, and Hughes Financial Analytics will take delivery of these zero-risk routines and, with each partner concentrating on one specific market, will gather market data. When parallelised routines become available, they will evaluate the areas where the new technology could provide them with added value.The IT partners, Intrasoft and Parsytec will provide the hardware and software for i) connecting to Reuters datafeeds ii) checking for integrity iii) implementing in real time iv) logging violations and v) providing interfaces with alarm generators for risk management. The institutions will paper-trade the system for a period of one year and will assess the risks involved in using it.Reuters will lead the work associated with defining user requirements. It will also take prime responsibility for the subsequent marketing of the HAT Project's results. The deliverables will be productised and exploited using Reuter's established marketing and distribution channels by offering a high performance product as an add-on service to Reuters' Markets 2000 and 3000 product-lines.
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 'Proposal title GREEce: modeliNg of the FOREst SEctor EcoNomy' goes beyond current state-of-the-art under Horizon 2020.

assistant: **Innovation**

The economic role of the forest sector in Greece is a neglected field of academic inquiry. Studies of the markets for Greekforest products, are few and far between. This reflects a general lack of investment in the forest sector of the country. Anexample of this is that the last national forest census was carried out in 1992. Meanwhile, the economic crisis that hasplagued the country since 2008 has made matters worse, not only in terms of funds to study the sector but also in terms ofenvironmental outcomes. For instance, as a result of increasing poverty levels, many people have resorted to the use offuelwood to satisfy their energy needs. This may seem like a good thing, in light of the Renewables Directive's targets forrenewable energy adoption. In reality, the switch to fuelwood has led to a severe increase in illegal logging. Despite thenumerous and frequent media reports, scientific evidence of this is lacking.The GREEN FORESEEN project has two main objectives: to study the consumption of fuelwood by households in Greeceand, by doing so, to lay down the foundations for the development of the first Greek Forest Sector Model (GFSM), which willbe a partial-equilibrium model of the forest sector. The first goal will be achieved by way of designing and carrying out asurvey of the fuelwood market in Greece, as well as by analysing national statistics on energy consumption. This will giveinsights on all aspects of fuelwood demand and supply and will allow for the characterisation of the illegal logging problem. Itwill also assist in the development of the GFSM, as fuelwood constitutes over 65% of total timber production in the country.The ultimate goal of the GFSM will be to enhance forest management by simulating impacts of policy and market changeson the sector. An inte
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 'Quantitative approaches for strongly correlated quantum systems in equilibrium and far from equilibrium' (MottMetals), addressing dissemination and exploitation.

assistant: **Impact**

Understanding electronic correlations remains one of the most important challenges in theoretical condensed matter physics.  The interaction-induced metal-to-insulator Mott transition plays a major role in many transition metal oxides, f-electron materials and now in quantum optics.  Upon doping or application of a strong electric field, strongly correlated Mott metals emerge from the Mott insulators, with fascinating properties.  Moreover, the out-of-equilibrium behaviour of these systems is only beginning to be systematically explored experimentally.  While these systems strongly challenge the standard concepts and methods of the quantum many-body theory, a new era is progressively unfolding, in which quantitative and detailed comparisons between theory and experiments is becoming possible in strong correlation regimes, even out of equilibrium.The goal of this proposal is to construct, in close contact with experiments and phenomenology, a new generation of theoretical methods and algorithms in order to i) study the new states of matter induced by non-equilibrium phenomena in strongly correlated quantum systems, first in simple models, and then in realistic computations for real materials; ii) elucidate the mystery of high temperature superconductivity.  Open source implementations of the methods and algorithms developed during this project will also be provided for a better knowledge diffusion.
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 an executive summary for the EU project 'establishing Community Renewable Energy Webs - Rolling out a business model and operational tool creating webs of households that jointly manage energy to improve efficiency and renewables uptake' (2014-2020) targeting Horizon 2020.

assistant: **Abstract**

eCREW coordinates and supports the roll-out of an innovative scheme of household cooperation in energy management. These are Community Renewable Energy Webs (CREWs), in which households jointly exploit household-level electricity generation and battery storage capacities and optimise energy efficiency and expenditures. The key purpose of CREWs is to support the transition of passive consumers to active participants in the local energy system through informed decisions and collective actions. In eCREW, three energy companies from DE, TR and ES (Lighthouse Communities) will roll-out the eCREW approach to their clients. A strong and divers Follower Community made up of entities from AT, DE, ES, FR, GR, SE and TR is made fit for giving the eCREW approach a “Go”, too. Together, 240,000 households will be enabled to join a CREW during the project runtime, establishing about 200 CREWs with 15,000 participants, saving at least 13 GWh/year. Cooperation within a CREW is facilitated through the provision of an award-winning smart phone app (PEAKapp), exploiting smart meter data to stimulate an increase in energy efficiency and the uptake of local renewable electricity generation. Administration of the CREWs, including the billing of consumption and generation, is covered by electricity retailing companies which are thereby transformed into holistic service providers; we call them Community Administering Entities (CAEs). In our approach, administrative burdens are relieved from the households, who are then free to focus their efforts on making the most out of their participation in a CREW. Monetary benefits from the eCREW approach are distributed amongst prosumers, traditional consumers, and the CAE through an innovative split-incentives contract applied in the project. The financi