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 specific objectives and expected outcomes for 'The first portable and automated milling robot tool enabling professional manufacturers to produce large-size objects in whatever place' in the context of a Horizon 2020 call.

assistant: **Objectives**

Usually, the work area of CNC desktop milling machines is as wide as an A4 paper sheet, so designers, carpenters and small wood manufacturers makers, and DIY lovers can’t realize medium or big size objects, like a chair or a pair of skis. On the other hand, traditional and professional CNC machines allow manufacturing wide surfaces, but they have a high footprint, are bulky, heavy and very expensive. Springa has designed Goliath PRO, the first portable and autonomous robotic tool which removes the stationary boundaries of CNC machines, allowing users to produce human-scale projects wherever they want. Goliath PRO has the dimensions and price of a desktop machine, but endless possibilities and work area comparable to a professional one. The user can design or download designs from online project libraries, upload them to Goliath and supervise the work progress from a computer, smartphone or tablet, manufacturing a variety of materials (wood, plastics, soft metals). The robot weights 25kg and comes with a custom developed and patent-pending sensor system which triangulates the position of the robot ensuring high accuracy. Goliath PRO addresses the professional B2B market (furniture manufacturers, Construction industry, Stage and scenography producers Trade stand producers, education and training centers, designers). Our business model is based on developing and selling a range of autonomous robotic tools and accessories for digital fabrication. We had feedback from big players in the power tools/CNC milling field that our technology could impact also the industrial market, and we’re determinate in developing Goliath PRO for professional woodworking. During the Phase 1 we will interact with prospect customers to define the final design of Goliath PRO, and perform market an
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 'Baroque artificial marble: Environmental impacts, degradation and protection' (ENVIART) targeting Fourth Framework.

assistant: **Abstract**

A complete inventory and digitised documentation of the current state of the chapel preservation. - The determination of the structure and chemical composition of both inorganic and organic components of the artificial marble, including binders, filling materials, pigments and coating. - To identify significant steps of the original technology of preparing and applying the material. - The determination of factors relevant for the decay of the material. - The identification of discontinuities in the structure of the system wall-layer and gradients of the physical properties. - Gaining information on diurnal and seasonal variations of the microclimate and the interaction with the material. - The alteration of the original composition by chemical and physical attack.ENVIART-project is concerned with degradation and weathering of artificial marble by environmental and climatic impacts. Hygric and thermal swelling and shrinking processes as well as crystallisation of salts are responsible for the deterioration of highly valuable baroque marble imitations, used for the decoration of church and palace interiors in Central and South Eastern Europe. For a better understanding of the weathering mechanisms and to avoid further damage to these materials, basic investigations into their physical and chemical properties and studies of their interaction with humidity and climate are urgently needed. The investigations planned will mainly be carried out at the Dukes Chapel, being part of the famous Cistercian abbey in lower Silesia/Poland. The church is a masterpiece of European baroque architecture with rich artificial marble decoration of the interior. Environmental impacts from ground water, drained precipitation from outside as well as temperature and humidity changes inside the ch
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 'Concepts and methodologies to minimize environmental impact from wastewaters - textile industry, a case study'.

assistant: **Concept**

Determination of economical and applicable treatment methodology which satisfies the water requirements for some of the processes in the textile industry will be investigated. Physicochemical and biological methods in combination with the advanced treatment alternatives will be applied. Local wastewater management techniques will be developed. Consequently, the innovative methodology will contribute not only waste minimization aspect but overall cost management of the textile plant positively by reducing water consumption and the amount of wastewater to be treated as well as minimum solid waste consumption and the optimum recovery. Furthermore, it is recommended to investigate the chemicals used within the plant with regard to identification of the environmentally harmful ones and investigates the possibility to replace then with their alternatives. The specific objective can be summarized as follows: Determination of applicable and economical treatment technologies which satisfy the criteria and allow reuse of effluent. The following methodology are planned to be carried out within the framework of the project. Phase 1: Development of unified methodology for basic data collection and evaluation (production processes, water usage, wastewater generated), conventional wastewater characterization and pollution profiles. Phase 2: Physicochemical and biological in situ wastewater treat ability studies, determination of kinetic parameters.
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 'Innovative methodology for small populations research', explaining its relevance to EU policy priorities under Seventh Framework.

assistant: **Impact**

The HEALTH.2013.4.2-3 call identifies a need for new or improved statistical methodology for clinical trials for the efficient assessment of safety and/or efficacy of treatment for small population groups.  This project brings together international experts in innovative clinical trial design methodology in these specific areas along with key stakeholders including regulatory authorities, industry, clinicians and patient groups to address this need.  Our aim is the development novel methodology for the design and analysis of clinical trials in small populations.  We will focus on four specific areas where we believe there are particular challenges: (i) early phase dose-finding studies in small populations, (ii) decision-theoretic methods for clinical trials in small populations, (iii) confirmatory trials in small populations and personalised medicines, (iv) use of evidence synthesis in the planning and interpretation of clinical trials in small populations and rare diseases.We will build on recent research advances, of our own and of others in this area.  In the rare disease setting, we will focus on Bayesian and decision-theoretic methods that formally enable comparison of the gain in information with the cost, both in economic and opportunity terms, of clinical experimentation, and assess how information from outside the trial can formally be incorporated in the design and decision-making processes.  In the personalised medicine setting, we will develop methods that allow evaluation of efficacy in a number of sub-populations simultaneously in a confirmatory clinical trial without any reduction in scientific or statistical rigour.
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 'Enabling dynamic and Intelligent workflows in the future EuroHPCecosystem' (2014-2020).

assistant: **Innovation**

Today, developers lack tools that enable the development of complex workflows involving HPC simulation and modelling with data analytics (DA) and machine learning (ML). TheFlows4HPC aims to deliver a workflow software stack and an additional set of services to enable the integration of HPC simulation and modelling with big data analytics and machine learning in scientific and industrial applications.  The software stack will allow to develop innovative adaptive workflows that efficiently use the computing resources and also considering innovative storage solutions. To widen the access to HPC to newcomers, the project will provide HPC Workflows as a Service (HPCWaaS), an environment for sharing, reusing, deploying and executing existing workflows on HPC systems. The workflow technologies, associated machine learning and big data libraries used in the project leverages previous open source European initiatives. Specific optimization tasks for the use of accelerators (FPGAs, GPUs) and the EPI will be performed in the project use cases. To demonstrate the workflow software stack, use cases from three thematic pillars have been selected. Pillar I focuses on the construction of DigitalTwins for the prototyping of complex manufactured objects integrating state-of-the-art adaptive solvers with machine learning and data-mining, contributing to the Industry 4.0 vision. Pillar II develops innovative adaptive workflows for climate and for the study of Tropical Cyclones (TC) in the context of the CMIP6 experiment, including in-situ analytics. Pillar III explores the modelling of natural catastrophes - in particular, earthquakes and their associated tsunamis- shortly after such an event is recorded. Leveraging two existing workflows, the Pillar will work of integrating them with the
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 'Advanced multimedia and distance training for SME teams using the personal software process' goes beyond current state-of-the-art under Fourth Framework.

assistant: **Innovation**

The main project objective is to develop an application based on multimedia and distance learning techniques to train software engineers and senior managers in the PSP model.The identified target audience of this project are software engineers and senior managers working in small and medium enterprises or small software development teams. One common characteristic of this collective (and, in general, of all people working for SME) is their impossibility to attend regular pre-programmed courses due mainly to their lack of time for training and formative purposes caused by their diary activities. Therefore, one of their main identified requirements, addressed directly by this project, is to provide flexible (not constrained to fixed dates) and accessible (on-site and self teaching training) ways to increase their knowledge and skills to develop software using best practice. Nowadays there is a general understanding that an effective way to tackle this problem is to use of multimedia educational software combined with distance learning techniques.ACTIONSTo develop the multimedia and distance learning (Internet) course.To use this application in two pilot experiences with two European SME enterprises (6 end-users) in order to evaluate its level of effectiveness and acceptability. Additionally, four ESSI PIEs projects will also participate in the definition of the specifications and the evaluation of its level of effectiveness and acceptability.Based on the results of the previous point to disseminate and extend the results of the project to the set of possible end-user companies making use of the special facilities and links provided in that area for the European Software Institute (ESI).The metrics to measure the quality of the TRAPSP course and the user's satisfaction wit
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 'Unified theory for water availability impacts on mature tree water use and wood cell formation in forest stems' in the context of a Horizon Europe call.

assistant: **Objectives**

Trees play a key role in regulating the global terrestrial water and carbon cycles by controlling water loss through leaves and directing carbon into stems to form wood. In doing so, forests capture substantial amounts of anthropogenic carbon, a crucial process shaping international climate mitigation policies. However, increasing atmospheric and soil water deficits have raised global concerns about the resilience of wood formation in European forests. Predicting how environmental changes will affect wood formation and related ecosystem services remains difficult due to unclear underlying mechanisms. Recent studies identify turgor as a critical link between tree water-use strategies and wood growth, providing new insights into tree responses to water stress. Before application, this concept must be tested, validated, and integrated into forest growth and carbon models.STEMCELL aims to uncover the relationship between whole-tree water use and wood cell formation in mature trees, using turgor-driven growth models to predict the future of wood formation and carbon allocation in forests facing drier conditions. STEMCELL will integrate experimental, observational, and modelling approaches. Controlled experiments on juvenile trees will be scaled up to mature trees at unique whole-ecosystem rainfall exclusion experiments, carefully monitoring wood formation. These experiments will drive the development of a new numeric model simulating wood formation responses to drought, validated using one of Europe’s largest databases of tree growth, wood structure, and water use.Through the outlined work, STEMCELL will build a solid physiological and mechanistic foundation for predicting the effects of climate change on wood formation and the global carbon cycle. Given the ecological and e
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 'Functional analysis of the kinome and phosphatome as determinants of integrin phosphorylation in cancer' will create measurable scientific, societal and economic impact aligned with Horizon 2020.

assistant: **Impact**

Integrins are key signalling molecules that mediate the complex relationship between cancer cells and their associated ECM; as such they have been implicated in every step of cancer progression. Their cytoplasmic domains are essential hubs for protein-protein interactions, where phosphorylation of key sites modulates integrin activity and oncogenic signalling. However, the regulators of integrin phosphorylation remain elusive. The proposed work will address the role of integrin beta1 in breast cancer epithelial and stromal cells, where increased expression and/or activity are correlated with poorer survival. To this end, the fellow has developed a Förster resonance energy transfer (FRET) biosensor for integrin beta1 phosphorylation, which will be applied in a kinome-/phosphatome-wide screen for regulatory kinases and/or phosphatases. This screening will be completmented with global mass spectrometry to identify phosphorylation-sensitive interactions with the integrin beta1 cytoplasmic domain. Out of these screens, the fellow will validate the identified kinases and/or phosphatases using three-dimensional functional assays, as well as standard biochemical approaches, in conjunction with live super-resolution imaging to pinpoint the subcellular localization of the interacting complex. The clinical relevance of the identified kinases and/or phosphatases will then be evaluated with immunohistochemistry staining of large breast cancer cohorts, along with functional validation using patient material from clinical collaborators. These aspects will provide an essential link from the mechanistic insights to improving patient outcomes from this work.
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 concept and methodology overview for 'Discovering the World Through Unsupervised Statistical Relational Learning' under Horizon Europe.

assistant: **Concept**

Machine learning is popular nowadays, thanks to the impressive results achieved by systems like DeepMind’s AlphaGo, OpenAI’s language prediction model GPT-3 or Amazon’s speech recognition system Alexa. At the basis of these successes, there is representation learning, which enables training deep neural networks in an unsupervised fashion and provides the starting conditions for subsequent task-specific training. However, current representation learning strategies use large neural networks and consume large amount of data, thus being data and energy inefficient. In contrast, humans learn from limited data in a very efficient way. This is due to the fact that humans are able to perform reasoning, while representation learning strategies lack such capability. This research project aims to overcome these limitations by providing the mathematical foundations for the integration between unsupervised learning and reasoning AI systems based on logic. Specifically, the aim is to devise algorithms enabling the discovery of symbolic representations from noisy/ambiguous data together with their relations and being able to adapt the acquired relational knowledge over time. The resulting solutions will be applied to improve image understanding in autonomous driving and to gain insights about causal reasoning and learning symbolic abstractions in mathematical domains.


**Keywords:** Probability, Logic, Program Synthesis, Unsupervised Learning, Deep Learning, Continual 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: Compose the 'Concept and Approach' section for a Horizon 2020 proposal on 'Bone Surgery Preparation AIde'.

assistant: **Concept**

Healthplus.ai has developed a Proof-of-Concept version (TRL level 3) of an Artificial Intelligence (AI) tool to be offered as a Software as a Service (SaaS) solution and able to automatically and very precisely annotate, segment and 3D visualize unique bone and fracture patient cases (goal is >98% accuracy compared to 90-92 with current solutions), within minutes (instead of hours to days), and at a fraction of current cost (€10 vs €1,200). This process will hence also enable automated and expedient determination to do exact measurements of distances, angles, depths, and making a list of required prosthetic materials to perform the bone operation as efficient and effective as possible. We are currently already partnered with several Dutch hospitals and a small number of internationally renowned institutions.Focus in this feasibility phase will be put on in-depth market study with/on end-users (key stakeholders) and the legal framework surrounding the innovation and future implementation within European hospitals. Also market sizes will be calculated further, a roadmap to regulatory approval set up, purchase (department) procedures per country worked out, and pricing strategy set after clear cost and value assessment. Various international partnerships will be assessed to accelerate the project and enhance its impact via well-established companies in the medical imaging technology workflow (Siemens, SECTRA, Phillips, Envoy.ai, et cetera).          An important part of the study will address orthopedic device manufacturers. We will assess the possibility to extent our business model to create a second-side to the marketplace; As orthopedic device makers spend approximately 36% on marketing and sales (almost 11B USD in 2017 for the top ten manufacturers)