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 'agROBOfood: Business-Oriented Support to the European Robotics and Agri-food Sector, towards a network of Digital Innovation Hubs in Robotics' to be submitted under Horizon 2020.

assistant: **Abstract**

agROBOfood is dedicated to accelerate the digital transformation of the European agri-food sector through the adoption of robotic technologies. It will consolidate, extend and strengthen the current ecosystem by establishing a sustainable network of DIHs. This will boost the uptake of robotic solutions by the agri-food sector: a huge challenge requiring an inclusive approach involving all relevant European players. The agROBOfood consortium has 39 partners, led by Wageningen University & Research and other core partners of previous key projects such as IoF2020, ROBOTT-NET, PicknPack and I4MS, to leverage the ecosystem that was established in those projects. The heart of the project is formed by Innovation Experiments (IEs), organized and monitored by the DIHs. In each of the 7 Regional Clusters, an initial IE will demonstrate the robotics innovations in agri-food in a manner that ensures replicability across Europe, wide adoption and sustainability of the DIHs network. agROBOfood will work in lockstep with the European robotics community, ensuring synergetic effects with initiatives such as EU-Robotics. This will maximize the return of European, including private capital, investments in the digital transformation of agri-food. A key instrument to achieve this objective is the Industrial Advisory Board. They will provide strategic guidance and also define priorities for the selection of solutions to be funded. Open Calls of 8MEUR will attract additional Innovation Experiments (12) and Industrial Challenges (8). These will expand the network and ensure that vast technological developments and emerging challenges of the agri-food sector are incorporated in the service portfolio of DIHs. Through its inclusive structure and ambitious targets, agROBOfood aims to bring the ent
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 'Cereal Excess as a Renewable Energy Resource' (CERES) targeting Seventh Framework.

assistant: **Abstract**

The present proposal aims at the development of a retrofit-able straw burner with integral scrubber, powered by straw pellets, for use in grain drying. The proposed technology will address EU legislation regarding the use of biomass in heating, emissions of harmful gases, transport emissions, and the common agricultural policy (CAP), as well as the development of a knowledge based economy in line with the Lisbon strategy, and the securing of jobs within the EU agricultural sector. There are two main innovations associated with this project. The first is a tripartite scrubbing system which is a novel combination of separate technologies in a different application. The second is a pellet additive to improve the efficiency and quality of the burn. These two combined will allow the burning of straw to take place legally and efficiently. The carbon dioxide emitted from the cleaned gas will not contribute to global warming as it is negated by the carbon dioxide absorbed by the crops as they grow.
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 'ODD-ML: Out-of-Distribution Deployable Machine Learning' demonstrating excellence, impact and implementation quality for a Horizon Europe call.

assistant: **Abstract**

ODD-ML addresses the open secret of machine learning (ML), which is that model deployment often fails. The problem arises because deployment contexts may differ from the data used to train ML models in unexpected ways. In an increasingly data-driven era, this severely impedes progress in ML-powered R&D and our ability to tackle societal grand challenges with existing ML tools.To solve this pervasive issue, I propose a radical alternative to current ML approaches, placing human experts at the core of iterative design-build-test-learn (DBTL) loops. My approach comprises the interlinked steps of re-conceptualizing the deployment issue as a need for active learning from domain experts and other indirect sources and, to succeed here, recognizing the imperfect and often tacit knowledge and limited time of human experts, designing ML systems that can rapidly reverse-engineer expert knowledge.I will achieve this with a combination of ideas transformative for human-AI collaboration: human inductive biases will be inferred from computational-rationality-based cognitive models, amortized on pre-computed solutions for speed, allowing interactive online use. I envision widespread impact in ML, on complex decision-making, and broadly across R&D domains.


**Keywords:** Out-of-distribution generalization, Machine learning, Active learning, Human-in-the-loop learning, Distribution shift, Probabilistic modelling, Computational rationality, Sequential experimental design, Collaborative AI, Decision support
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 'Strategy Action Plan for Implementation of European Regional Repository - Stage 2' (SAPIERR-2).

assistant: **Concept**

The objective of this proposed project is to develop the feasibility studies of SAPIERR (2003-5) into a practical implementation strategy and organisational structures that will enable a formalised, structured organisation to be established in 2008 for working on shared EU radioactive waste storage and disposal activities. Principal goals:1)Development of an organisational framework and project plan to facilitate debate on the establishment of a modestly sized, self-sufficient European Development Organisation (EDO) that can work in parallel with national waste agencies;2) Further studies of key issues related to economics, design, public and political attitudes and the safety and security of shared storage and disposal facilities. Main Tasks within the Project:1) Preparation of a management study on the legal and business options for establishing an EDO;2)A study on the legal liability issues of international waste transfer within Europe;3) A study of the potential economic implications of European regional repositories;4) First considerations of the safety and security impacts of implementing regional repositories;5) A survey of public and political attitudes towards regional repositories and of approaches to involving communities in decision making;6) Development of a Strategy and a Project Plan for the work of the organisation, EDO.The immediate tasks are agreeing a progressive, slow, staged strategy that would lead to the definition of potential host countries and eventually, to potential repository sites and definition of a parallel science and technology programme that could be addressed by the EDO after its initiation.
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 Horizon Europe proposal on 'Link4Skills'.

assistant: **Concept**

Link4Skills is a global research and innovation project on skill shortages. The acronym reflects the objectives of the call by linking for/4 fair skill matching. It embeds 4 processes of responding to skill shortages: re/up skilling of established populations (incl. migrants and inactive women), raising wages, automation and migration. It considers 4 continents: Europe, Africa, Asia and America, where skill shortages and skill flows will be analysed. It develops the AI-Assisted Skill Navigator for stakeholders from employment, vocational training organisations in origins and destinations. Link4Skills will scrutinize: (a) how to identify the existing and emerging required skills in changing labour markets?; (b) how the EU should respond to skill shortages?; (c) how to recruit the required skills from various pools either from the existing workforce (including established migrant populations and inactive women) also supported by automation, and from the workforce from non-EU countries? The project combines data on skill gaps and matching in the EU with analyses about human capital in origins; investigates emerging and established migration skill corridors between EU and India, Morocco, Ghana, Nigeria, Philippines, Indonesia, and Ukraine, in order to make enriched inventories of skill partnerships. The project achieves its aims via econometric microsimulations based on EU databases, combining skill supply and demand, and by data collections and stakeholders’ expertise oversees. The knowledge will be nested in the AI-Assisted Skill Navigator (TRL5) which is a Knowledge-Based Expert System, that goes beyond existing policy dashboards. It is an open access system available to public. It is co-created by labour market stakeholders in every partner country. Partners will take 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: Draft the 'Objectives and Scope' section of a Horizon 2020 proposal for the project 'Innovative biobased Soil Resetting system for European Horticulture'.

assistant: **Objectives**

Soil Resetting technology is an alternative resource efficient and eco-innovative solution to widely used soil sterilization methods such as chemical fumigation and steaming, that has demonstrated to increase crop productivity by up to 40%.  Soil Resetting, used for pre-plant management and control of soil borne pathogens, is an innovative biological shock therapy technology that consists on creating and accelerating anaerobic metabolism in the soil in two steps, (1) incorporating Herbie ® product (organic matter based protein-rich product arising from agro-industrial by-products) and (2) sealing the soil limiting the entrance of oxygen. Soil Resetting technology has been successfully demonstrated for North European soils, climates, crops and market , however it is still required a further optimization of  Soil Resetting technology and its application method, as well as making the necessary adaptations for its market implementation in Europe, including the drier Mediterranean soils. This will enable the positioning Thatchtec as the main supplier for this technology and innovation soil restoration of horticultural market in Europe reaching and accelerating  Thatchtecs full growth potential. Our main target markets are  (1) conventional horticultural companies, currently facing new regulations and restrictions in the use of soil chemical fumigants, and (2) organic horticultural companies, being priority  three crucial countries namely Spain, Italy and Greece (since market launch in early 2020) and mid Southern France, Croatia, Cyprus and, Egypt and Morocco in a second phase (from 2022 onwards). Within the Phase I of the project a technical feasibility analysis will be carried out in order to for the upgrade and adaptation of Soil Resetting Technology to the complexity of
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 'Transgenic models for cardiovascular diseases' (1998-2002) targeting Fifth Framework.

assistant: **Abstract**

The Max-Delbrueck-Center for Molecular Medicine (MDC) in Berlin-Buch invites applications for EU-funded pre-doctoral fellowships (3-12 months) in the research area of functional genomics in the cardiovascular field. Research training will comprise the molecular biological analysis of genes and their regulation by the screening of libraries, the cloning of genes, the characterization of their structure, the evaluation of promoter activities, and methods for the isolation of DNA, RNA and protein from tissues, and gene expression measurements (Micro arrays, Northern blot, RNase-protection assay, RT-PCR, TaqMAN PCR, Western blot). The major focus of the training will be the generation of transgenic animals, i.e., techniques of embryonic stem (ES) cell culture and homologous recombination, microinjection of DNA in mouse and ratoocytes or of ES cells in blastocysts, and the cardiovascular phenotyping of animal models, i.e., the measurement of blood pressure and heart rate (tail-cuff, intra-arterial catheter, telemetry) for rat and mouse, of functional parameters of kidney and heart, of vascular contractility, of platelet aggregation kinetics, of basic biochemical parameters and hormone levels in plasma, urine and tissues, the icv injection of substances to study central cardiovascular control, and experimental models for cardiovascular diseases, i.e , aortic or coronary ligation to induce cardiac hypertrophy or infarction, respectively, induction of hypertension by angiotensin infusion, the two-kidney-one-clip-,or the DOCA-salt methods. Applicants must be registered in a PhD program and have the nationality of a Member or Associated State of the European Union except Germany. Women are encouraged to apply. Applications consist of a curriculum vitae, a short research proposal,
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 'Subsea Operations with Automomous Vehicles' (SOAVE).

assistant: **Concept**

The primary objective is to guarantee economic and efficient energy for a competitive Europe in the short term by addressing the difficulties of developing European hydrocarbon resources, related to the technical limitations and excessive cost of performing subsea operations in deep waters (up to 3000 metres). Currently these activities are performed by Remotely Operated Vehicles (ROVs), which are connected to a surface support vessel by umbilicals. The project shall develop a system to permit these activities to be carried out with Autonomous Underwater Vehicles (AUVs), which do not have any physical connection to the surface and thus do not require dedicated surface support, permitting the operations from the existing infrastructure in the work area, typically a floating production system, leading to cost saving, continuous monitoring and faster reaction to accidents. The system aims at a depth rating of 3000 m, a 20 km step out range, 5 hours free swimming.
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 'Integrated Reconfigurable silicon photonic based optical Switch' to be submitted under Seventh Framework.

assistant: **Abstract**

IRIS aims at fabricating a highly integrated, scalable, transparent and high capacity WDM Photonic Switch used as an Transponder Aggregator (TPA),a novel function which will be added to existing ROADM nodes without disrupting their architecture while adding attributes such as colourless, directionless and contentionless. For Metro networks, this switch will provide flexibility, energy efficiency, very small footprint,low cost and faster reconfigurability (microsecond regime) as they are particularly required in this segment of the network and, in conjunction with an intelligent control and management plane, it will empower future software defined networking (SDN).This novel integrated switch architecture is also suitable for Data Center networking due to its capability to manage large throughput in a single chip with low cost, low footprint and low power consumption.The new TPA will be based on a fully integrated electro-photonic device realized by using Silicon Photonics with an unprecedented density of photonic components (>1k on <30 mm2 chip area) controlled by >2k electronic building blocks. The TPA target product is an optical sub-system for Metro applications driving 48 optical channels, with 100 GHz spacing in the C-band, 4 different directions and 12 add/drop channels. A fully packaged prototype will be implemented with 12 wavelengths, 4 directions and 8 A/D ports, it will be integrated with a commercial transport node and tested with 10G and 100G signals. The TPA proposed has the competitive advantage, with respect to existing solutions, of more than an order of magnitude lower cost (few hundreds $) and overall device volume a factor of 60 smaller (only a few cubic centimetres). IRIS is strongly oriented toward industrialization as it is led by a major European
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 'Quantitative analysis of DNA methylation maintenance within chromatin' (MaintainMeth) under Horizon 2020.

assistant: **Objectives**

Cytosine methylation is a chemical modification that is precisely copied when DNA is replicated. Because methylation can regulate gene expression, accurate reproduction of DNA methylation patterns is essential for plant and animal development and for human health. The enzymes that maintain DNA methylation have to work within chromatin, and particularly to contend with nucleosomes – tight complexes of DNA and histone proteins. How methylation of nucleosomal DNA is maintained remains unknown, and even the simple matter of whether nucleosomes hinder or promote methylation is controversial.My laboratory’s recent work with DDM1 – an ancient protein conserved between plants and animals that can move nucleosomes – and linker histone H1, which binds to nucleosomes and the intervening ‘linker’ DNA, has allowed us to formulate a model wherein movement of nucleosomes by DDM1 dislodges H1 and allows methyltransferases to access the DNA. Furthermore, this work revealed the existence of unknown factors required to maintain DNA methylation. My laboratory also discovered that DNA methylation influences nucleosome placement, thereby demonstrating that the interaction between DNA methylation and nucleosomes is bidirectional.My goal is now to deeply understand the connected processes of maintenance methylation and nucleosome placement. This will be achieved through three interconnected research strands:1) Elucidation of how DNA methylation is maintained within chromatin.2) Identification of new DNA methylation maintenance factors.3) Determination of how DNA methylation influences nucleosomes in vivo.Our ultimate output will be the creation of a mathematical model of DNA methylation maintenance that will incorporate the bidirectional interactions between methylation and nucleosomes. This b
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 '10th International Conference on Na, K-ATPase and Related Cation Pumps' demonstrating excellence, impact and implementation quality for a Fifth Framework call.

assistant: **Abstract**

The l0th International Conference on Na, K-ATPase and Related Cation Pumps will be held in Elsinore near Copenhagen, Denmark August 8- 14, 2002. The conference will take place at the conference hotel, LO-skolen, and will consist of parallel sessions of lectures, as well as posters and workshops. The expected attendance is 200 active participants. The purpose of the conference is to present and discuss recent research on gene and protein structure, molecular mechanism, physiological regulation, and involvement in disease processes of Na,K-ATPase and other members of the family of cation pumps. Other prominent members of this family include gastric H,K-ATPase, Ca-ATPase of sarcoplasmic and endoplasmic reticulum, plasma membrane Ca-ATPase, and H-ATPase of fungi and higher plants, as well as heavy metal pumps for maintaining cellular levels of essential metals or extruding toxic heavy metals such for Cu2+, Zn2+, Fe2+, Pb2+, Cd+, Co +, and phospholipid pumps.In spite of their widely different cation specificities, these pumps share a common general protein architecture and consensus amino acid sequences in binding sites for MgATP, phosphorylation, and for transfer of energy to cation sites in the membrane domain. Since 1973, nine previous "Conferences on Na, K-ATPase and Related Cation Pumps" have been arranged every 3-4 years with 180-300 participants in Europe, USA, Argentina, and Japan. The need for these conferences and their relatively large attendance testify to the rapid development of new, results of the intensive research on these ubiquitous and essential cation pumps. The significance for society at large derives from the fact that several pumps are involved in disease processes and are targets for important drugs such as the cardiac glycosides (Na,K-ATPase) used t