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: Explain how 'Three ideas in open Gromov-Witten theory' goes beyond current state-of-the-art under Seventh Framework.

assistant: **Innovation**

The questions motivating symplectic geometry, from classical mechanics to enumerative algebraic geometry, have been studied for centuries.  Many recent advances in the field have stemmed from the theory of J-holomorphic curves, and in particular Gromov-Witten theory.  The past 25 years of research have produced a fairly detailed picture of what can be expected from classical, closed Gromov-Witten theory. However, closed Gromov-Witten theory by itself lacks an interface with Lagrangian submanifolds, one of the fundamental structures of symplectic geometry.  The nascent open Gromov-Witten theory, in which Lagrangian submanifolds enter as boundary conditions for J-holomorphic curves, provides such an interface.The goal of the proposed research is to broaden and systematize our understanding of open Gromov-Witten theory. My strategy leverages three connections with more established fields of research to uncover new aspects of open Gromov-Witten theory. In return, open Gromov-Witten theory advances the connected fields and reveals links between them. First, the closed and open Gromov-Witten theories are intertwined. Representation theoretic structures in closed Gromov-Witten theory admit mixed open closed extensions. Further, real algebraic geometry gives rise to a large variety of Lagrangian submanifolds providing an important source of intuition for open Gromov Witten theory. In return, open Gromov-Witten theory techniques advance Welschinger's real enumerative geometry. Finally, open Gromov-Witten theory plays a key role in mirror symmetry, a conjectural correspondence between symplectic and complex geometry originating from string theory. In particular, open Gromov-Witten invariants appear in the construction of mirror geometries. Moreover, under mirror symmetry, Lagrang
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 'AUTOMATED VALUATION FOR PROPERTY INVESTMENT ANALYSIS' (2014-2020).

assistant: **Concept**

Current practices in financial valuation of commercial properties are based on manual processes. Automation is needed to help companies on everyday financial modelling, collaboration, valuation and reporting tasks. Exquance Sofware Oy offers a game changing solution: Software platform with a unique calculation engine and breakthrough innovative Exquance Automated Valuation Model (XQ AVM) calculates property valuations without human intervention. The innovation creates 95% costs savingscompared to current costs of valuation of any building. Delivery time is only some minutes compared to several hours with current methods. Immediate gains in operative efficiency, and enhancing the quality of financial modelling, and internal and external reporting, are reached. Competitiveniche-oriented solutions are based on normalised data and not scalable.The first phase solutions are targeted to professional players in the €8,000M software market of the real estate investment industry, the solution is scalable to all investment markets globally. The business model is SaaS, transaction-based per purchased appraisal report. The shareable content makes it possible to reach clients' customers and partner companies and opens up the viral, network based user acquisition channel.Exquance Software Oy develops innovative solutions for commercial property valuation and investment management aiming to be the leading vendor of industrial, financial modelling and AVM solutions in the EU and Asia. Dedicated team of 26 professionals in software development, business management with an in-depth understanding of real estate investment industry, and international sales. The company has realised €1M revenue to date and €600k equity investments. Company has strong client base; 13 effective client agreeme
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 'What Makes People Targets: A Multi-Actor Study of How Ethnic Discrimination is Perceived, Tackled and Avoided'.

assistant: **Innovation**

Despite progressive anti-discrimination legislation and the popularity of diversity policies touted as the key to a culturally diverse workplace, discrimination of ethnic minorities in the labor market is remarkably persistent and pervasive. TARGETS integrates literature from sociology, social psychology, organization and sociolegal studies into a novel multi-actor and dynamic theoretical framework to examine what makes people targets of ethnic discrimination. Both conceptually and empirically, the key contribution of our approach is that we define and operationalize discrimination claims as, inherently, relational. We test the core proposition that relational claims-making is the key mechanism through which discrimination is perceived, legitimated or contested by multiple actors. We develop and test this theory at two levels of analysis. At the macro level, we map how structures and practices, such as anti-discrimination laws and diversity management policies, can confer or deny legitimacy to discrimination claims, in the workplace and courtroom. These structures may create an 'illusion of fairness' that reproduce durable inequalities in the distribution of organizational resources, such as access to jobs and career opportunities. We then zoom in on the micro-foundations of the claims-making process, focusing on its relational and dynamic nature, respectively. First, using an innovative research design, we pioneer the use of linked, multi-actor factorial survey experiments to capture the discrimination attributions made by multiple actors (targets, perpetrators, allies and bystanders), simultaneously. Second, we collect real-time longitudinal data on the job search strategies that ethnic minorities adopt to avoid becoming targets. Our dynamic approach improves on exist
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 'Satellite-based ocean forecasting (SOFT)' demonstrating excellence, impact and implementation quality for a Fifth Framework call.

assistant: **Abstract**

Reliable forecasts of the ocean variablity provide enormous benefits on human activities related to the sea and is one of the present challenges in operational oceanography. The goal of SOFT is to develop, validate and apply an operational tool to forecast future states of the ocean based on satellite imagery. This task will be accomplished by using recent developments in non-linear time series analysis as well as artificial intelligence techniques such as genetic algorithms. In addition to its direct implementation, the tool will be used to provide synthetic data to be assimilated by numerical ocean circulation models, improving their forecasting power. Potential end-users of the output of this project include scientists, engineers, decision-markers, managers, navies and governments.
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 'Energy Efficiency through behaviour change transition strategies' (ENCHANT).

assistant: **Innovation**

The time for reaching the necessary cuts in energy use and CO2 emissions is running out quickly and increasing energy efficiency in households substantially is a prerequisite for reaching these goals in time. Behaviour science has provided deep insights into mechanisms of behaviour change in this domain in a large number of small-scale pilots. However, the urgency of the task makes it necessary to role-out such intervention programs lagre-scale and quickly. This requires knowledge on how behaviour science based intervention programs can be provided in real-life situations, on large scale, and resource efficient by real market actors. To address this knowledge gap, the ENCHANT consortium and research approach have been carefully designed to systematically evaluate existing knowledge on energy efficiency interventions, reanalyse existing data in the field, design realistic intervention packages, and implement them on 10 million households in six European countries with a large group of user partners of different types (energy providers, municipalities, NGOs) testing different communication channels. This unprecedented intervention program allows testing a large selection of intervention types addressing a large variety of psychological biases alone or in combination and evaluates their realistic saving potentials. ENCHANT evaluates the performance of intervention campaigns not only with respect to energy and CO2 saved, but also cost effectiveness, and effects on well-being of the participants (with a focus on gender specific effects), as well as effects for target groups in energy poverty. The knowledge created in ENCHANT will be implemented into an algorithm-based webtool which supports decision making of policymakers, energy providers, NGOs and municipalities in designi
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 'Breakthrough 3D-Stacked AI Inference Chip Enabling the Deployment of Multi-Billion-Parameter LLMs on Edge Devices' (2021-2027) targeting Horizon Europe.

assistant: **Abstract**

Large Language Models (LLMs) are at the center of the roadmaps of almost all large tech companies for new features in electronic devices. However, they usually consists of billions of parameter and running them outside the cloud in edge devices limits the chip size often to less than a square centimetre of silicon and less than 1 W continuous power consumption amongst other criteria. Current technologies not just fail to provide these technical features but also lack of the potential to meet these requirements in the future. This includes digital hardware (energy in-efficiency) as well as new compute paradigms (e.g. in-memory computing) that can only run models of few million parameters on such a small footprint. Instead of the expensive and limited technology node scaling, SEMRON is working on a 3D scaled AI inference chip to incorporate LLMs on a tiny footprint without overheating. This is enabled by a new semiconductor technology that was already tested (CapRAM). CapRAM is utilising a capacitive approach instead of the resistive approaches known in other in-memory computing approaches. This approach shows an inherently better signal-to-noise ratio that is necessary to achieve the energy-efficiency that is required to not run into overheating issues when increasing the compute density (3D). With monolithic growth the compute layers are stacked in the semiconductor manufacturing process based on the matured 3D NAND flash approach. This not just provides the ability to stack hundreds of compute layers but also to decrease the costs per performance ratio by two  orders of magnitude. SEMRON is building the demonstrator of such monolithically grown 3D AI inference chip based on the CapRAM technology that itself already constitutes a superior AI solution for edge devices.
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 'Materials and Advanced Sensor Knowledge Exchange' (MASK), addressing dissemination and exploitation.

assistant: **Impact**

This exchange programme brings together well established research teams from three European and three Australian Universities with complementary skills and knowledge, who have a clearly demonstrable commitment to research networking, and management of complex research programmes involving multiple partners.  These teams together have extensive research experience ranging across fundamental materials science, sensor R&D, device prototyping and separation science – research areas that are in themselves inherently multidisciplinary.  Perhaps even more importantly, their research impacts significantly in applications critical to the future of society, such as energy generation and storage, advanced microfluidics, biomimetic sensing platforms, biomedical implants, distributed environmental sensing (air/water), smart textiles and personal health monitoring.  The team leaders are convinced that we are currently on the cusp of a tremendous opportunity for science and engineering together to realise a world of new devices and services in these application domains, based on fundamental knowledge of new materials, and the rapidly emerging demand of market driven by aging populations, unsustainable healthcare costs, concern for the environment, and the need for new technologies to replace fossil fuel energy sources.  Furthermore, it is clear that progress must be rapid, and this will require a new type of researcher, experienced across disciplines, techniques and equipment, and with a network of established personal contacts already in place.  Our central goal is a build a body of such researchers who will contribute significantly to future research and innovation, and who will appreciate the need for strong alignment between basic and applied research, and the need for close links
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 'Climate change and Fossil Fuels'.

assistant: **Concept**

To halt climate change, the 2015 Paris Agreement implicitly requires leaving fossil fuels (FF) underground (LFFU) and coherent financial flows. This implies stranding huge amounts of FF resources and assets (worth $16-300 trillion), affecting big investors: FF firms, shareholders (pension funds/philanthropies), debt financers (aid agencies/development banks) and governments. Research is scarce on big investors, the implications for developing countries with FF resources, and how LFFU can be equitably mobilized. Hence, CLIFF addresses the question: What is the role of big investors in leaving fossil fuels underground (LFFU), what are the North-South implications of LFFU and what measures can be taken by whom to equitably allocate and accelerate shareholder and stakeholder responsibility in energy transformation for inclusive development? LFFU has high stakes, disputed values, and urgency, so CLIFF combines institutional analysis and a theory of change for inclusive development (ICID) using a transdisciplinary, comparative case study approach. It has 4 substantive work packages: (a) a research protocol; (b) case studies on FF firms; pension funds;  philanthropic foundations; aid agencies/development banks; developing countries with new FFs; (c) a geo-political analysis, and (d) an integrative analysis. CLIFF innovatively examines big investors and countries with new FF discoveries and growing vested interests in opposing climate policy implementation; and agents of change who address these vested interests (theory of change). CLIFF develops an innovative theoretical model (ICID) to analyse these actors and the changing North-South aspects, a CLIFF Interactive Atlas, and a Stranded Asset Index, co-creates equitable policy instruments; and assesses strategies of agents of 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 an impact statement for 'Visual sensing for optimised control of burner bank performance and enhanced plant lifetime ('VISCON')', explaining its relevance to EU policy priorities under Fifth Framework.

assistant: **Impact**

VISCON concerns the development of simplified, non-intrusive and dedicated optical detectors, capable of providing information that, though the incorporation signal processing algorithms to establish a relationship between the optical characteristics of a flame and its performance, emissions characteristics and associated degradation mechanics, can be used to evenly trim the flow of fuels between burners in an array and to assess burner performance and evaluating the degradation mechanics from slagging, fouling, which is of especial interest in the increasingly important area of co-utilisation of coals with biomass and waste fuels. Thus, the project targets will be the NOx reduction on 15 -20%, improve the thermal efficiency at 10% by primary flows control burner by burner and reducing the degradation mechanics in special fouling and slagging effects. Description of work:· The important collective features of the VISCON will be studied through the following tasks: Undertaking experimental studies using a down-fired coal test furnace. In this unit the regime of a full scale industrial boiler can be replicated with the advantage of immediate access though a number of ports for flame observation and the measurement of gas composition and velocity field from the flame to the flue· The development of a new neural network-fuzzy logic image processor to promptly relate the optical information in the appropriate from to the flame characteristics for flame stability, combustion efficiency and nitrogen oxides emission· Identification of the ash deposition propensities of the coal blends and their effect on the heat transfer and long term degradation of the heat transfer surfaces· Development of a prototype interpreter hardware and software and its integration within the developed
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 'Sentinels-based Agriculture Information Service Component' to be submitted under Horizon 2020.

assistant: **Abstract**

The current project will focus on development of an open-source Sentinels-based Agriculture Information Service (SAGRIS) software component integrated into operational open-source Farmos.org agricultural record keeping software powering a commercial FARMIER service (http://www.farmier.com). SAGRIS module will provide FARMIER service (and potentially other open-source projects) with operational monitoring updates on dynamics of solar irradiation and surface temperature, development of grassland and crops biomass, soil and vegetation wetness, vegetation age and stress indications, geo-location and mapping of “problematic” patches, assessment of drainage systems and operational, delivery of status updates. Our service is targeting small-to-medium-size traditional farms offering a low cost complex decision support service with on-line tools for record-keeping and analysis, planning of farming activities, measurements of physical conditions with inexpensive ground sensors, observation and conditioning of crops by satellite imagery and simple solutions for adapt standard hardware for smart-farming practices. FARMIER and SAGRIS open-source projects will offer benefits of freely available modern Earth observation data products to a large number of traditional farms in a simple and affordable, but appealing and practically useful form to support sustainable “smart farming” practices not only with statistical and geo-spatial information, but also best practice examples along with simple and affordable hardware solutions (sensors, extensions, etc.) to increase efficiency and profitability without investing into sophisticated precision farming solutions and raise competitiveness of many sustainable and ecological farms facing global challenges caused by industrial food production,