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: Write a project proposal abstract for 'High Level Synthesis for Machine Learning' to be submitted under Horizon 2020.

assistant: **Abstract**

With Deep Learning becoming ubiquitous in our life, running Deep Learning algorithms in real time on an heterogeneous set of hardware platforms is a pressing need in many aspects of our society. While traditional workflows based on standard CPUs and GPUs are established, Deep Learning inference on low-power devices (e.g., cars, smart phones, watches, etc) is gaining more attention. Typically, this would require strong background in electronic engineering to convert a neural network into a Digital Signal Processor. We propose to develop a complete open-software library to automatically convert Deep Neural Networks to electronic circuits, using High Level Synthesis tools. With a large basis of potential applications (e.g., autonomous cars, medical devices, portable monitoring devices, custom electronics as in the real-time data processing system of large-scale scientific experiments, etc.), the hls4ml library would assists users by automatising the logic circuit design as well as by reducing resource utilisation while preserving accuracy.


**Keywords:** Machine Learning, Deep Learning, HLS, FPGA, Edge Computing, AI, ASIC
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 impact statement for 'Towards a fables company for the design of hybrid CMOS/magnetic digital circuits', explaining its relevance to EU policy priorities under Seventh Framework.

assistant: **Impact**

This PoC project is closely coupled to the ERC Advanced Grant HYMAGINE. The purpose of this ERC is twofold : i) Develop a hybrid technology combining CMOS logic together with magnetic materials, in particular magnetic tunnel junctions non volatile cells, and conceive a few innovative architectures illustrating the outstanding potential of this approach; ii) Promote this hybrid technology in collaboration with ITRS and reduce the worldwide cultural gap between microelectronics (in particular designers) and magnetism communities.The benefits expected from this hybrid technology are: a higher processing power, a much reduced power consumption, high speed and on-the-fly reconfigurability, radiation hardness and tolerance to harsh environment, simpler design cycles, reduced footprint on the Si wafer and correlatively lower cost.In 2006, SPINTEC (the PI’s lab) launched a start-up company, Crocus Technology, aiming at developing and bringing the magnetic memory (MRAM) technology to production. Crocus Technology is a growing company now employing 65 people. It raised 75M$ in equity and 300M$ in 2011 to build a production line joint venture for MRAM..Having already successfully spun-off a start-up in the past (Crocus Technology), our objective through this ERC “Proof Of Concept” project, is to launch a new fables company aiming at conceiving and designing IPs (innovative designs) and  products based on this hybrid CMOS/magnetic technology. This fables company will work in partnership with foundries (potentially Crocus Technology) to produce the chips.This start-up will be run and managed by a team of experienced researchers/engineers with experience and industrial background in magnetic and CMOS technologies.
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 'Ontology-driven and artificial intelligence-based repeated dose toxicity testing of chemicals for next generation risk assessment' will create measurable scientific, societal and economic impact aligned with Horizon 2020.

assistant: **Impact**

The vision of the ONTOX consortium is to provide a functional and sustainable solution for advancing human risk assessment of chemicals without the use of animals in line with the principles of 21st century toxicity testing and next generation risk assessment. Specifically, ONTOX will deliver a generic strategy to create innovative new approach methodologies (NAMs) in order to predict systemic repeated dose toxicity effects that, upon combination with tailored exposure assessment, will enable human risk assessment. This strategy can be applied to any type of chemical and systemic repeated dose toxicity effect. However, for proof-of-concept purposes, focus will be put on 6 specific NAMs addressing adversities in the liver (steatosis and cholestasis), kidneys (tubular necrosis and crystallopathy) and developing brain (neural tube closure and cognitive function defects) induced by a variety of chemicals, including from the pharmaceutical, cosmetics, food and biocide sectors. The 6 NAMs will each consist of a computational system based on cutting-edge artificial intelligence (AI) and will be primarily fed by available biological/mechanistic, toxicological/epidemiological, physico-chemical and kinetic data. Data will be consecutively integrated in physiological maps, quantitative adverse outcome pathway networks and ontology frameworks. Data gaps, as identified by AI, will be filled by targeted state-of-the-art in vitro and in silico testing. The 6 NAMs will be evaluated and applied in collaboration with industrial and regulatory stakeholders in order to maximise end-user acceptance and regulatory confidence. This is anticipated to expedite implementation in risk assessment practice and to facilitate commercialisation. ONTOX will have a deep and long-lasting impact at many l
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 'Centre of competence in safety of pressure equipment' (PRESAFE).

assistant: **Concept**

Main goal of PRESAFE is to create a strong centre providing services for the parties interested in pressure equipment safety. Second goal is to construct a network which will be an extension of existing EPERC network. This will be achieved through a series of training and dissemination and education actions and by signing a twinning agreement with a foreign partner (potential one is Bay Zoltan Institute from Hungary. Furthermore, PRESAFE will provide basis (technical framework) for harmonisation of Polish standards with new European legislation in the field of pressure equipment - Pressure Equipment Directive (PED 97/23/EC).
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 impact statement for 'Functional Characterisation of the Plant Nuclear Pore Complex', explaining its relevance to EU policy priorities under Seventh Framework.

assistant: **Impact**

The primary objective of this proposal is to enable Dr Parry to conduct research that will establish him as a world leader in study of the Plant Nuclear Pore Complex (NPC). This will be achieved using a multidisciplinary approach to develop molecular tools and novel uses of technology to understand the critical roles of the NPC in plant cell biology. The initial findings of this work will importantly allow Dr Parry to further this research plans by successfully applying for additional funding from other European agencies.The NPC acts as an essential conduit for movement of RNA and protein between nucleoplasm and cytoplasm but there are significant differences in the specific functions of the NPC across eukaryotic phyla. Arabidopsis plants with mutations within certain NPC components (nucleoporins) are unable to grow yet little is known about the network of interactions between the proteins that control plant nuclear transport. Dr Parry will use four broad strategies to investigate these interactions whilst establishing molecular techniques that will sustain his future researchA, Develop a genetic network of nucleoporin (NUP) function by isolating mutants in individual NUPs and assessing their phenotype using a range of bioassays and molecular techniques. B, Establish novel uses of confocal microscopy to image the real-time nuclear transport of transcriptional regulators in the context of different mutant backgrounds. C, Evaluate the role of nucleoporins in control of gene expression by performing microarrays on important nup mutants D, Use the novel technique of DamID-Seq to assess DNA regions that are directly bound by nucleoporins. These strategies will provide an early indication as to the specific nature of the plant NPC and provide a framework of tools for Dr Parry
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 'Neutrino flavor Transformations in dense Astrophysical Environments' (NeuTrAE), addressing dissemination and exploitation.

assistant: **Impact**

This project NeuTrAE is aimed to advance our understanding on lingering puzzles on the flavor evolution of neutrinos and their implication in particle and nuclear astrophysics. Neutrinos are characterized by their flavors that can change as they propagate in a phenomenon known as neutrino flavor oscillations. The oscillations in vacuum and ordinary matter are well understood and confirmed by several experiments. Astrophysical compact objects, such as core-collapse supernovae and the violent merger event of two neutron stars or a neutron star and a black hole, are profuse sources of neutrinos. In those astrophysical environments the neutrino flux becomes so intense that the flavor interference of neutrinos with each other has to be taken into account. This non-linear effect coupling neutrinos propagating in different directions and with different energies is known as collective neutrino oscillations. Accounting for the collective neutrino oscillations in simulations of astrophysical environments requires a quantum kinetic transport. It remains a tremendous challenge due to the high-dimensionality of the problem and the vastly different scales for flavor and hydrodynamical evolution. The impact of neutrino flavor transitions on those compact objects remains elusive without efficient and sophisticated treatments. I propose the project NeuTrAE providing a pipeline to study the impact of collective neutrino oscillations in astrophysical environments. It consists of three steps: performing neutrino quantum kinetic simulations, developing numerically effective schemes that can be incorporated in state-of-the art hydrodynamical simulations, and assessing the impact of neutrino flavor transformations on heavy element nucleosynthesis and its electromagnetic signatures. NeuTrAE wi
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 clear, measurable objectives and define the scope for the project 'The Attribute Frequency Model: Understanding and Mitigating Biases in Social Perception' (AFM) under Horizon Europe.

assistant: **Objectives**

I introduce the Attribute Frequency Model (AFM), a novel theoretical framework to explain biases in human social perception. The AFM posits that the frequency of observed individuals’ or groups’ attributes influences social perceptions of similarity, (in-)equality, and valence. Rare attributes amplify perceived differences, inequalities, and negativity among social groups, while frequent attributes emphasize similarities, equality, and positivity. The model assumes that humans lack the meta-cognitive capacity to account for attribute frequency during the formation of attitudes, judgments, and stereotypes. It predicts several biases in social perception that I will test empirically. People should perceive social groups as more different/unequal when considering rare attributes (e.g., being unemployed), and as more similar/equal when considering frequent attributes (e.g., being employed). Laypeople and experts may, therefore, demand action to decrease inequalities where it is most visible (among rare attributes) and not where it is most effective. Because rare attributes make group differences visible, people should prefer to process and communicate rare attributes of groups, and rare attributes will become stereotypes. This should result in a general overestimation of differences and inequalities among groups. Because rare attributes tend to be negative, most stereotypes should be negative, and a multiculturalism perspective that highlights group differences should lead to a more negative view of the social environment than a colorblind perspective. The anticipated findings are directly relevant to policymakers, organizations, and the media, providing actionable strategies to mitigate biases, improve communication, and design equitable policies. By addressing a fundament
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 'Mapping and Matching Content Diversity and Bias in EU Online Social Networks' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

PolarScopEU proposes an original application, tailored for the context of different EU countries, that will measure and map, in two-dimensional spaces, the polarisation of their online social networks. This tool, to be made available first in Greece, Portugal and Spain, addresses not only the impact that online political communication, and misinformation, is having nowadays on democratic institutions, but also citizens’ unawareness of existing biases in the online political information that they are exposed to. More concretely, relying on automated analyses of Social Media content to assess politicisation levels of multiple key issues, this application will allow its users to: 1) better understand how they place, in terms of the online content that they create and consume, in two major dimensions of political content: diversity and bias; and 2) find out which actors are closer to them when it comes to the politicisation of several important issues (e.g., European Integration, Immigration, Environment). In order to create this application, the PolarScopEU will develop two additional products of extreme value for researchers and organisations to study, and monitor, online political communication. The first one is an innovative tool to measure, using alternative sources of text data, the levels of salience and contestation of different political issues. The second product is a periodically updated database, for each country, with polarisation and issue politicisation scores for an extensive list of national actors, including political parties, news media and other key opinion makers. These products will facilitate the comparison of issue politicisation across countries, time periods, and actors and originate an innovative polarisation index of online political communicatio
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 'Framework for coordination of Automated Mobility in Europe' (FAME) targeting Horizon Europe.

assistant: **Abstract**

FAME will develop and validate common methodologies and tools to facilitate the sharing of best practices and lessons learned to support the collaboration within the community of CCAM stakeholders across the complex cross-sectorial value chain needed for the organisation and evaluation of large-scale demonstration and future scale-up to the impacts of complete CCAM solutions. The mission of FAME supports the commitment of the European Commission and the CCAM Partnership to provide a long-term coordination framework for R&I and large-scale testing and evaluation activities in Europe. The establishment of a stakeholder-validated European framework for testing on public roads, including a CCAM test data space (TDS), a common evaluation methodology (CEM), and of means for exchange of knowledge on CCAM activities will improve cooperation, consensus building and data sharing. It will enable comparability and complementarity of the results of all testing and large-scale demonstration activities in Europe. FAME builds on a strong legacy of EU-funded Coordination and Support Actions which have developed harmonised methodologies and federated large networks of stakeholders to drive consensus building on challenges, needs and requirements for CCAM and Field Operational Tests.  FAME involves 23 partners and over 2000 subscribers of the current Joint CAD network which has collaborated with the European Partnership on CCAM Partnership since its inception. The development of the European Framework for testing on public roads is at the core of FAME. The overall approach is built around three main building blocks and aims to engage with and enable (in terms of capacity building) stakeholders from the CCAM area, as well as capitalise knowledge about CCAM through an integrated approach in
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 'Concept and Approach' section for a Fifth Framework proposal on '3rd International EuroConference on Advanced Semiconductor Devices and Microsystems 2000'.

assistant: **Concept**

The progress in semiconductor devices has an increasingly stronger impact upon the development of information sciences, communication and microsystem technologies. The Third International EuroConference on Advanced Semiconductor Devices and Microsystems 2000 (ASDAM 2000) represents a continuation of a traditional meeting for people involved in the theory, design, technology, production and application of novel semiconductor devices and microsystems. Main topics of interest are: Materials and technologies, Structures and devices, Modelling and characterization and Microsystems.Microsystems technologies are among the most dynamically developed fields of the semiconductor industry with a bright industrial outlook. However, there are still only limited chances to spread results of the scientific work in this field. Therefore, in ASDAM 2000 this topic will be given a preference. The conference is traditionally preceded by a NEXUSPAN (Network of Excellence in Multifunctional Microsystems) session on microsystem technologies where tasks in promoting European industry and R&D in microsystems technologies are discussed. Numerous contributions from fascinating fields like micromaching or smart sensors technologies are expected to be submitted for the conference. Special significance of the ASDAM EuroConference is also given by considering its distinguish role in the Central/East-European region and this part of the Europe revitalisation prospects for electronics and high-tech industries.ftp://ftp.cordis.lu/pub/improving/docs/HPCF-2000-00017-1.pdf
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 'Challenging catalytic routes of hydrogen production from waste plastics' (LAUREL) targeting Horizon Europe.

assistant: **Abstract**

Europe and the world are facing to the climate change emergency. To preserve the environment, the ambitious European Green Deal has in the agenda actions related to reducing air, water and soil pollution. In this regard, plastics represent a huge challenge because of they are pollutants that present a recalcitrant nature and consequently widespread and accumulation. Tackling this challenge requires the application of remediation processes beyond than recycle or thermal treatment. Aqueous phase reforming, a mild catalytic process, is here presented as an alternative to eliminate plastics at moderated temperatures and pressures and adding the additional benefit of the production of energetic vectors such as hydrogen or alkanes. To implement this process with high performance, low cost and energy efficiency, photo-oxidation reaction can be employed in a previous treatment. In both stage, the performance of the catalyst is a key aspect. In this context, the general objective of this project is to obtain heterostructured materials for application on complex catalytic process to achieve a clean conversion of plastics to hydrogen. With this aim, this project proposes the synthetic procedures and the physicochemical characterization of heterostructures composed by layered double hydroxides assembled with carbon materials, to get a library of materials with the catalytic properties demanded in photo-oxidation and aqueous phase reforming. The materials will be tested and optimized in the coupled processes over plastics in micronized size, from different nature and composition. The identification of the intermediates is a requirement to understand the mechanism and the catalytic route followed for the pollutants, the especial relevant to demonstrate the potential of this technolog