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 'Bayesian phylogenetic models for the evolution of gene expression on single-cell lineages' (PhyloCELL-EXP) targeting Horizon Europe.

assistant: **Abstract**

The PhyloCELL-EXP project is dedicated to developing and implementing robust statistical models to understand the evolutionary dynamics of gene expression in single-cell cancer lineages. We will leverage advanced Bayesian phylogenetic frameworks such as BEAST2 to systematically identify fast evolving cell lineages, reconstruct gene expression changes along cell phylogenies, and link these changes to both genetic and micro-environmental factors. Our methodological approaches will include algorithms for detecting shifts in evolutionary rates, and Brownian Motion and Ornstein-Uhlenbeck models for gene expression, that are scalable to handle thousands of genes and hundreds of cells. By making use of real multi-omics cancer datasets, PhyloCELL-EXP’s quantitative models will enable genetic inheritance and plasticity in cancer adaptation and progression to be characterized, setting new standards in statistical and computational tumor evolution research.


**Keywords:** phylogenetics, somatic evolution, evolution of gene expression, cancer evolution
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 'Marketable Open Data Solutions for Optimized Building-Related Energy Services' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

The ever-increasing use of building monitoring and control systems has created an opportunity for data-driven approaches in the entire construction sector. At the same time, interaction and interoperability among data platforms remain a challenging issue. MODERATE will formalize a set of procedures and techniques that enable building owners, policymakers, facility managers, utility companies, etc., to openly share their data, gain insights, and make decisions while complying with regulations such as the General Data Protection Regulation (GDPR). Moreover, MODERATE will enable uniform access to heterogeneous data sources on buildings' performance, usually dispersed in several non-interoperable data silos.Although several projects have recently emerged to address the problem of defining a modular data architecture, they lack:- A protocol for data sharing and anonymization, complying with the rules defined by the GDPR while avoiding losing the statistical properties that make them valuable. - A solution enabling data owners to openly share their datasets while profiting both economically and in terms of knowledge on their data.- A fully open platform. Commonly, most of the results (data, algorithms, software, etc.) of a project are owned by partners within the consortium, making it very difficult to use them later without their permission.MODERATE will develop an open platform, embracing leading-edge technologies, such as artificial intelligence (AI), machine learning (ML), blockchain/distributed ledger technologies, the internet of things (IoT), and many more. This platform will enable its users to analyze real-time building data from various building systems and provide insight into the many dimensions of a building's performance. The use of synthetic data generation tec
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 'European Seas Observatory NETwork', explaining its relevance to EU policy priorities under Sixth Framework.

assistant: **Impact**

The aim of ESONET is to create an organisation capable of implementing, operating and maintaining a network of ocean observatories in deep waters around Europe from the Arctic Ocean to the Black Sea connected to shore with data and power links via fibre optic cables. The fundamental scientific objective is to make continuous real-time observations of environmental variables over decadal, annual, seasonal, diel and tidal time scales.Constant vigilance will allow resolution of quasi-instantaneous hazardous events such as slides, earthquakes, tsunamis and benthic storms. ESONET will form a sub sea segment of the GMES (Global Monitoring for Environment and Security) with sensors extending from the sub sea floor, through the water column to sub-surface sensors providing calibration of satellite borne sensors. ESONET brings together leading oceanographic and geosciences institutes in Europe together with universities, industry and regional agencies.It will provide integration across disciplines from geosciences, through physical, chemical and biological oceanography to technologies of instrumentation, cables, data processing and archiving. Jointly executed research will demonstrate functioning observatories at several cabled and non-cabled sites around Europe. Existing deep-sea cables installed for neutrino telescopes will be utilised in the Mediterranean sea and shallower tests sites will be established elsewhere.Principles of sensor management, calibration, metadata and data quality will be establish ed with real-time dissemination and generation of hazard warning. ESONET will run a training and education program through courses, scholarships, exchange of personnel between participating institutes, and outreach to the general public.Dissemination will also include a web por
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 'Quantum Information Access and Retrieval Theory' in the context of a Horizon 2020 call.

assistant: **Objectives**

Quantum Information Access and Retrieval TheoryWe aim to establish an European Training Network (ETN) on QUantum information Access and Retrieval Theory (QUARTZ). Towards a new approach to Information Access and Retrieval (IAR) addressing the challenges of the dynamic and multimodal nature of the data and user interaction context, QUARTZ aims to educate its Early Stage Researchers (ESRs) to adopt a novel theoretically and empirically motivated approach to IAR based on the quantum mechanical framework that gives up the notions of unimodal features and classical ranking models disconnected from context. Each ESR will be aware that the current state of the art of IAR is not sufficient to address the challenges of a dynamic, adaptive and context-aware user-machine interaction and to make a major breakthrough in the overall effectiveness of retrieval systems, and that a genuine theoretical breakthrough is on the contrary necessary. We believe that this breakthrough can be provided by quantum theory which can integrate abstract vector spaces, probability spaces and logic in a single theoretical framework which extend and generalize the classical vector, probability and logic spaces utilised in IAR. QUARTZ will consist of training activities and ESR research projects which investigate theoretical issues and evaluate methods and prototypes for adaptive IAR systems managing large data collections and meeting the end user's information needs in a dynamic context.
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 'Alternatives to Veterinary ANTimicrobials' (AVANT).

assistant: **Concept**

Antimicrobial resistance in livestock is a public health threat due to the risk of zoonotic transmission to humans and its negative consequences on animal health and welfare when diseases cannot be treated. AVANT is a multi-actor inter-sectorial project aimed at developing alternatives to antimicrobials for the management of bacterial infections in pigs, especially diarrhoea during the weaning period, as the major indication for antimicrobial use in livestock in Europe. Antimicrobial treatment options for pigs are increasingly limited because of planned restrictions in the use of colistin and zinc, two current choices for treatment of post-weaning diarrhoea. The AVANT portfolio comprises a variety of alternatives for treatment or prevention of diarrhoea and/or respiratory infections, namely (i) gut-stabilizing interventions based on a symbiotic (pre- and probiotic) product and faecal microbiota transplantation; (ii) novel veterinary medicinal products containing bacteriophages and polymers for targeted treatment of enterotoxigenic E.coli infections; (iii) immuno-stimulating injectable and feed additive products, and (iv) alternative feeding strategies targeting sows and piglets. During pre-clinical studies, efficacy, toxicity, and mode of action of these interventions is tested, and their dosage and formulation optimized. The results and a survey for veterinarian-, farmer- and consumers perception of antimicrobial alternatives, will be used together with legal and economic considerations to select three interventions for large-scale farm trials, assessing clinical efficacy and impact on antimicrobial use. All steps are supported by regulatory advice for quick market entry post-project. Generated and existing data on antimicrobial use, pig demographics and projected cons
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 'Carbon variability studies by ships of opportunity (CAVASSOO)'.

assistant: **Concept**

A prototype North Atlantic ocean CO2 observing system of regular basin-wide surface pCO2, atmospheric CO2 concentrations and related measurements using ships of opportunity will be established. Existing observations of ocean CO2 will be used to inform the interpolation of these data to the entire ocean basin. We will use recent advances in the understanding of gas exchange to reliably estimate flux from pCO2 observations. CAVASSOO will provide greatly improved estimates of the uptake of CO2 by the North Atlantic, how this varies regionally, seasonally and from year to year. These will be used to improve estimates of European and North American terrestrial (vegetation) sinks, using atmospheric inverse modelling techniques. The combination of basin-wide observation and modelling in this project will help to reconcile the differing estimates of the net CO2 flux over Europe and North America, an important element in the EU' s response to the Kyoto agreement.
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 'PRODUCTION AND MARKETING OF TIMBER IN EURPE - EVALUATION AND DEVELOPMENT OF THE LOGGING-PROCESSING-MARKETING CHAINS IN FIVE COUNTRIES AND PRACTICAL IMPLEMENTATION OF THE BEST SOLUTIONS' (PROMOTE).

assistant: **Concept**

There are two main system for marketing and production of timber in Europe :1. Logging of tree-length, secondary haulage to a bucking terminal at the mill and bucking in order, often in 0.5-metre modules. The typical case : Central Europe;2. Logging of shortwood, haulage to the pulp- and sawmills, sorting and sawing, often in 0.3-metre modules. Typical case : Nordic countries.In system 1, the timber are usually produced to customer specifications in on-lineorder systems, whereas in system 2 standardised products are produced which findcustomer mostly after final conversion. One reason for the diversity of productionsystems is the distance to the end user. In system 1, most of the customers areclose to the mill, whilst, in system 2, the customers are often far away in othercountries. The diversity of market structures may be explained by the ratio ofexports and imports, traditional trading practices and different product application.The aim of the project is to develop and enhance the efficiency of timberproduction and timber trade in Europe by jointly introducing new information andprocessing technology on a broad scale throughout the wood chain and byincorporating successful features from one country in the development of theindustry in another. The advances in relation to the current state of the art wouldbe to introduce and improve, wherever possible, fully mechanised and computerisedharvester technology in the Union. The harvesters will optimise the timber outputaccording to end use, and in the most advanced cases, operate them on line withthe industry using optimising software from the present tree length terminalssystems. Support systems to find out the market needs, the optimal stand forevery type of demand and the best grading system according to end use, will a
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 'UNCLE: Uranium in Non-Conventional Ligand Environments' (UNCLE) targeting Seventh Framework.

assistant: **Abstract**

Metal-metal bonds are fundamental to generating step-changes in our knowledge because the periodic table is composed mainly of metals. The PI has recently made a breakthrough by making the first covalent uranium-gallium bond which exhibits sigma- and pi-donation from gallium to uranium. It is a direct model for the unknown isolobal uranium(IV)-CO  unit, and is very significant to explaining why the widely used N-heterocyclic carbenes are so good at supporting transition metal catalysts and extracting uranium from solutions containing lanthanides such as found in nuclear waste clean up. This result opens the way to non-conventional ligand complexes of uranium and the previous limitation of conventional halide or C-, N-, or O-donor ligands for uranium will be overcome using non-conventional transition metal ligands to establish a new field of uranium-metal bonds. This work will deliver new compounds which will take our understanding of actinide structure, bonding, magnetism and reactivity to a higher platform of understanding, thus bringing an area of the periodic table, which lags behind all others, up to speed and beyond. This project will deliver a whole new field of actinide chemistry, provide unique and hitherto unknown atom efficient reactivity patterns, generate models for the too-hot-to-handle neptunium and plutonium which are present in nuclear waste, and precipitate new ways of thinking about how to solve nuclear waste clean up. This will induce a paradigm shift in uranium chemistry and will be directly included in textbooks of the future. This project will deliver mobile, high calibre, inter-/multi-disciplinary researchers, reversing a strategic skills shortage and retaining them for future employment and benefit to science, industry, and society in Europe."
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 Sixth Framework proposal on 'Analysis and control of egg contamination by Salmonella and other zoonotic pathogens after the move of laying hens to enriched cages and alternative housing systems'.

assistant: **Innovation**

Due to EU regulations, egg producers have to ensure that effective measures are taken to control Salmonella and other zoonotic agents. Moreover, housing in conventional battery cages is prohibited from 2012. Currently, there is limited information on the proportion of eggs contaminated and the level of contamination, with zoonotic pathogens, in relation to the different conventional and alternative housing systems.The proposed project will collect and analyse EU-wide data evaluating the effect of the housing system on egg contamination by zoonotic agents, in order to predict the potential risk to the consumer of the move to more welfare-friendly laying hen housing systems. This will be done by risk assessment studies using EFSA monitoring data, in combination with new data derived from cross-sectional and longitudinal studies in flocks housed in different housing systems.These risk assessment studies will cover all potential zoonotic agents, antibiotic resistance gene transmission and residues. Furthermore, standardized experimental infection models with Salmonella will be used to directly assess the effect of the housing system on colonization of the gut and internal organs, including reproductive tissues, on spread of a Salmonella infection within a group of laying hens, and on egg contamination.The underlying mechanisms of possible differences in prevalence of zoonotic agents in the different housing systems will be investigated by analysing stress responses, the composition of the microbiota and immune competence, in hens housed in different housing systems, both in experimental setups as in the field. To control zoonotic agents in the alternative housing systems, the project will propose simple and cost-effective measures such as steering gut flora composition towa
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 'Maintenance-oriented Digital Twin for Underground Infrastructure with Sensing, Machine Learning, BIM and Simulation', explaining its relevance to EU policy priorities under Horizon Europe.

assistant: **Impact**

As buried pipelines face increasing maintenance challenges due to ageing, climate change, and infrastructure deterioration, failures can lead to severe economic losses and public safety risks. The M-Twin4US project aims to develop a novel, maintenance-oriented Digital Twin (DT) platform tailored for buried pipelines, with the flexibility to expand to other underground infrastructure. M-Twin4US will integrate advanced sensing technologies, Ground-Penetrating Radar (GPR) and closed-circuit television (CCTV), with state-of-the-art machine learning methods like Multi-task Transformers and Segment Anything Models (SAM). The project will address critical challenges in soil-pipe interaction analysis, GPR response prediction, and condition assessment by coupling digital modelling, machine learning, numerical modelling (hydro-mechanical and electromagnetic modelling) and real-scale testing. The project will develop a customisable surrogate model to predict future pipeline performance and offer an AI-aided toolkit for stakeholders to prioritise actions such as rehabilitation, excavation, or new construction. The project will be implemented in collaboration with key industry partners and will contribute to transforming underground infrastructure maintenance from a reactive to a proactive paradigm, supporting sustainability, safety, and resilience goals.


**Keywords:** underground infrastructure, digital twin, building information modelling, monitoring, maintenance, machine learning, numerical modelling
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Compose the 'State of the Art and Innovation' section for a Fifth Framework proposal on 'Carbon sequestration in grasslands as affected by soil carbon turnover and management factors'.

assistant: **Innovation**

Within the framework of the GREENGRASS shared cost action (EESD 2.2.2), the aim of this individual fellowship project is to improve our understanding of the sequestration of carbon below-ground in grassland ecosystems as affected by management using a novel stable isotope (^13C) technique.