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: Compose the 'State of the Art and Innovation' section for a Horizon Europe proposal on 'Explainable and Robust Automatic Fact Checking'.

assistant: **Innovation**

ExplainYourself proposes to study explainable automatic fact checking, the task of automatically predicting the veracity of textual claims using machine learning (ML) methods, while also producing explanations about how the model arrived at the prediction. Automatic fact checking methods often use opaque deep neural network models, whose inner workings cannot easily be explained. Especially for complex tasks such as automatic fact checking, this hinders greater adoption, as it is unclear to users when the models' predictions can be trusted. Existing explainable ML methods partly overcome this by reducing the task of explanation generation to highlighting the right rationale. While a good first step, this does not fully explain how a ML model arrived at a prediction. For knowledge intensive natural language understanding (NLU) tasks such as fact checking, a ML model needs to learn complex relationships between the claim, multiple evidence documents, and common sense knowledge in addition to retrieving the right evidence. There is currently no explainability method that aims to illuminate this highly complex process. In addition, existing approaches are unable to produce diverse explanations, geared towards users with different information needs.ExplainYourself radically departs from existing work in proposing methods for explainable fact checking that more accurately reflect how fact checking models make decisions, and are useful to diverse groups of end users. It is expected that these innovations will apply to explanation generation for other knowledge-intensive NLU tasks, such as question answering or entity linking. To achieve this, ExplainYourself builds on my pioneering work on explainable fact checking as well as my interdisciplinary expertise.


**Keywords:** Exp
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 'Entreprise Europe Ouest H2020' goes beyond current state-of-the-art under Horizon 2020.

assistant: **Innovation**

EEN OUEST aims at providing high added value services to SMEs willing to access new markets and innovate. Part of the services foreseen in the implementation strategy (WP4) concerns the capacity of businesses to innovate and succeed in their SME Instrument projects. Two kind of actions are proposed :- Innovation Management : enhancing innovation capacity is at stake for many small companies which need to remain competitive. EEN Ouest delivers tailored made services through a diagnosis and an action plan, thanks to a methodology called ""Check Innov""- Key Account Management for SME Instrument beneficiaries : SME which succeeded in the SME instrument calls can benefit from coaching services from EEN advisors. The objective is to maximise their chances to succeed in their project. The KAM has been extended to other EIC tools.""


**Keywords:** SME, innovation management
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 'Building decentralIsed, DistributEd And Local micro-GRids for dEcarbonisation Electrification challeNge'.

assistant: **Concept**

The IDEAL4GREEN project addresses the urgent challenges of climate change and the global shift towards sustainable energy systems. It focuses on developing and integrating microgrids, which are crucial in managing the variability of renewable resources and achieving decarbonisation targets. The project aligns with the EC's commitment to carbon neutrality by 2050 by empowering energy communities and optimising local supply and demand. The project proposes a comprehensive doctoral training network aimed at developing skilled engineers with interdisciplinary and inter-sectoral expertise. This network diverges from conventional university-based research, maintaining strong industry links and emphasising practical implementation. IDEAL4GREEN consists of 8 beneficiaries and 11 partner organisations, recruiting 15 doctoral candidates to undertake research on microgrids' planning, design, operation, control, and impact assessment. The research encompasses innovative frameworks and methodologies for integrating microgrids and transforming traditional grids into sustainable energy systems. This includes developing advanced control algorithms, cybersecurity, improving mechanisms for microgrid islanding and reconnection, and enhancing the resilience and reliability of interconnected microgrid systems. The project also explores the planning, policy, and economic feasibility of interconnected grids and microgrids. It emphasises creating complete and integrated microgrid design frameworks, utilising integrated energy system modelling, and investigating regulatory policies. In terms of training, the DCs will engage in a mix of academic and industrial experiences, including secondments and networking meetings, ensuring their exposure to both theoretical knowledge and practical skills. T
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 Seventh Framework proposal for the project 'Model-Based Social Learning for Public Administrations'.

assistant: **Objectives**

In modern society public administrations (PAs) are undergoing a transformation of their perceived role from controllers to proactive service providers, and are under pressure to constantly improve their service quality while coping with quickly changing context (changes in law and regulations, societal globalization, fast technology evolution) and decreasing budgets. Civil servants are challenged to understand and put in action latest procedures and rules within tight time constraints. Learn PAd will build an innovative holistic e-learning platform for PAs that enables process-driven learning and fosters cooperation and knowledge-sharing. Learn PAd technical innovation is based on four pillars:1. a new concept of model-based e-learning (both process and knowledge)2. open and collaborative e-learning content management3. automatic, learner-specific and collaborative content quality assessment4. automatic model-driven simulation-based learning and testingLearn PAd considers learning and working strongly intertwined (learning while doing). The platform supports both an informative learning approach based on enriched business process (BP) models, and a procedural learning approach based on simulation and monitoring (learning by doing). Formal verification and natural language processing techniques will ensure quality of content and documentation. Specialized ontologies and KPIs will be defined to keep learners engaged, while automatically derived tests will challenge their acquired knowledge. Learn PAd is inspired by open-source communities principles and cooperation spirit: contents are produced by the community, and meritocracy is naturally promoted, with leaders emerging because of their skill and expertise. Finally Learn PAd will contribute to dissemination and evolutio
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 'Tellurium-free Thermoelectric Technology for Near-room-temperature Applications', explaining its relevance to EU policy priorities under Horizon Europe.

assistant: **Impact**

Thermoelectric (TE) technology  whereby heat is converted to electrical power and vice versa  holds great potential for cooling and power generation in many applications because its unique solid-state nature enables TE devices to be free from emissions and maintenance; thus providing extraordinary reliability. Realizing this potential requires developing modules that have high performance at around room temperature (-70 C to 300 C). Currently, almost all commercial modules are based on bismuth telluride (Bi2Te3) because of their until now unparalleled performance. However, Bi2Te3 cannot meet the rapidly increasing demand of TE technology, because tellurium (Te) is very scarce, with the Earths crust having a concentration of <0.001 ppm. Therefore, it is vital to develop a next-generation technology to mitigate the potential bottleneck in raw materials supply for a sustainable future. Here I propose to develop, on Mg-based compounds, a new TE paradigm completely free from Te with groundbreaking performances that transcend the record of state-of-the-art (S.O.A.) Bi2Te3. To that end, I will bring together interdisciplinary know-how with unique technical capabilities to enable a full-chain development to 1) innovate synthesis methods to produce superior materials, 2) establish contact materials and methods to optimize TE modules, 3) develop methods for scale-up production of materials and module sizes, 4) enhance and secure the modules robustness, 5) assemble device prototypes use the obtained modules. I aim to realize conversion efficiency of ~12% in the temperature range from 30 C to 300 C (S.O.A. is 3-6%), and cooling T of ~90 C (S.O.A. is 70-75 C). These proof-of-principle demonstrations will pave the way for large-scale, high-performance, robust, and sustainable solid-s
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 'Opioid-free Pain relief for Enhanced Recovery After Spine fixation surgery' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

There is a troubling lack of effective pain treatments after major surgery. Especially after musculoskeletal procedures, patients experience debilitating pain now treated with opioids. Opioids provide insufficient pain relief, have many toxic side-effects, and are highly addictive. Pain and opioid-related side-effects impede early mobilisation and recovery and are the primary reasons for extended hospital stays.SentryX is developing revolutionary drug delivery technology to extend the effects of a well-established local pain blocker called bupivacaine. Its initial use case in spine fixation surgery, Bupi-Ring, delivers bupivacaine directly to the surgical site for more than 72 hours without changing the existing surgical workflow. Non-opioid local pain relief in this critical early phase of recovery will promote early mobilisation, shorten hospital stays, prevent complications, and save costs. This project will demonstrate Bupi-Ring’s safety and efficacy in humans for the first time.
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 'Phenomenological implications of neutrino effective theories', explaining its relevance to EU policy priorities under Horizon Europe.

assistant: **Impact**

There are few but strong indications that the Standard Model of Particle Physics cannot be the ultimate theory of nature. The increasing number of proposed extensions, together with the lack of new particles found by the LHC, is prompting us to consider the effective field theories (EFT) as the best framework to explore deviations from the Standard Model. Nevertheless, the most commonly explored EFT framework does not consider the existence of new light particles, such as those predicted by many theories trying to explain the origin of neutrino masses or dark matter, and therefore cannot account for two of the biggest unsolved problems in particle physics.Considering the existence of new sterile neutrinos for definiteness, this project aims at building a new EFT framework where additional light particles are included to the commonly used EFT formalism. First, it will extend the few available works in the subject to construct a theoretically consistent framework. In the second part, it will make use of this formalism to identify and compute the most relevant predictions for the near-future experimental landscape.


**Keywords:** Neutrino masses, sterile neutrinos, Effective field theory
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 Seventh Framework proposal on 'The multisensory mind: From neural mechanisms to cognition'.

assistant: **Concept**

Why does food lose its taste when your nose is stuffed up? Why are we better in hearing speech when we see a speaker’s lip movements? These are questions of interest in the emerging field of multisensory integration (MI). Although the scientific study of MI on the behavioral level has existed since psychology became an experimental discipline, little is known about the precise mechanisms underlying MI in the human brain. The application of advanced methods of cognitive neuroscience now allow us to uncover the finer details of how sensory inputs are merged to become coherent multisensory percepts. This is of utmost importance in improving our understanding and treatment of conditions in which multisensory integration is impaired, such as schizophrenia.The main objective of the proposed research program is to examine neural and neurochemical markers of MI and to test a new hypothesis that considers dynamic interplay of synchronized neural populations as a key to multisensory processes. The studies within this program include healthy subjects and patients with schizophrenia, as a prototype of a mental disorder with deficits in MI. Multisensory processes will be examined in a series of experiments requiring various modes of cognitive processes. Reaching beyond the state-of-the-art, this comprises a combination of human EEG data as a macroscopic measure of cortical processing; source modeling of synchronized EEG activity; and neurochemical markers (magnetic resonance spectroscopy of resting neurotransmitter concentrations in selected brain areas). This research program will potentially lead to a major breakthrough in our understanding of MI and will open new horizons in the generation of ideas, approaches, and theories regarding multisensory processes in the human brain.
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 'Development of a Methodology for Preventive Maintenance of Wind turbines trough the use of Thermography (PREWIND)' (PREWIND), addressing dissemination and exploitation.

assistant: **Impact**

The research and training outlined in this proposal is aimed at extending our knowldedge of strongly coupled gauge theories with lower amounts of supersymmetries and their relation to gravity, using methods from and inspired by String theory. In particular we want to study non-perturbative aspects of N=1 super Yang-Mills theories, such as the structure of their moduli spaces - working towards a full understanding of its global structure - and efficient method of calculating of superpotentials. Also we want to study topological aspects of Little String Theories and (2,0) gauge theories and related aspects of poorly understood non-abelian two-form gauge theories.Central in our approach is the use of topological field theories - topological open and closed strings to study super Yang-Mills theories and their coupling to gravity, and topological open membranes to study (2,0) gauge theories. Such techniques are extremely powerful and often lead to remarkable exact calculations of quantities such as superpotentials of gauge theories. Superpotentials are important for physically interesting problems such as supersymmetry breaking and phase structures. Applications to phenomenologically interesting problems such as these form an integral part of our proposal. An important tool to tackle these questions is the use of matrix models, recently proposed as an extremely efficient method to calculate effective superpotentials, which can often be related to partition sums of topological open strings.As part of this project we want to extend the reach of powerful new methods to calculate such partition sums, and use it to gain an enhanced insight in their moduli space. This research will be complemented by benefiting of the extensive expertise of the host institute in areas of String th
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe the novelty, innovation potential and advance beyond the state of the art for 'Metrics and software life cycle definition' (MASLYD).

assistant: **Innovation**

I.C.E. Computer Services Ltd., founded in 1972 to provide various secretarial support and recruitment services to local, West of Ireland, businesses, has evolved into a company providing a range of Computer related and non-Computer related services to local businesses and to the wider business community throughout Ireland. The services offered include Computer Systems Training and Software Development and Support for both custom developed systems and standard packaged software products. The focus of this PIE is on the Software Development and Support activities. I.C.E. have identified the Software Development department as having major potential for growth in the next 5 years. We have recognised our vulnerability in that our key people do not work to a repeatable documented system. At present it is difficult to expand our business because of the lead-in time required for new staff to understand the existing software or how to maintain it. PIE objectives are to develop and document a software development lifecycle appropriate to our business needs and based on the new lifecycle to develop a complementary cost estimation formula. We hope to be in a position to hire additional staff, improve our productivity and ultimately improve overall profitability because new personnel will work to predefined guidelines and need less personal direction and support from existing staff. In addition we will be able to bid fixed price contracts knowing our costs and expecting the contracts to be profitable.THE EXPERIMENTI.C.E. Computer Services Ltd. will define a Systems Development Lifecycle process specifically suited to it's business profile. I.C.E. will also define a project estimation algorithm, again, specifically suited to it's business. These will then be implemented in the Softwa
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 'Skills - Predicting, Understanding, and Locating Shortages in Europe' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

The study will address significant gaps in the understanding of skills deficiencies in Europe – i.e. the extent, causes, and implications of skills shortages and skills gaps. Skills shortages refer to where employers face difficulties recruiting people from the external labour market because applicants lack the skills, qualifications, or experience sought. Skills gaps refer to the extent to which organisations’ workforces lack the skills required to meet their business goals. There is a tendency to think that skills shortages and skills gaps will disappear over the medium to long term, so they do not require policy interventions. The evidence suggests otherwise. Shortages and gaps do not clear quickly enough, certainly from a policy-making perspective, with negative consequences for individual workers, companies, and, in aggregate, the economy as a whole. This has the potential to damage organisational performance and productivity. It is thus important to measure skills shortages and gaps, locate where they arise (or are anticipated to arise) with respect to jobs, sectors, and countries affected, and analyse their causes and means of mitigation. The study will provide a conceptual review of skills shortages and gaps, and devise a means of measuring their incidence and the extent to which they are likely to arise in the future as a consequence of key changes in the economy (notably digitalisation). The study will provide a methodology for identifying the extent, causes, and implications of skills deficiencies in Europe. A series of indicators will be devised, including a Skills Shortage Index, which can be incorporated in a software tool for use by those responsible for labour market skills intelligence at national and pan-European level. The tool will be road-tested by