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 'Retargetable AI Compiler Technology for Scalable Edge Deployment of Next-Generation AI Models' (ROOFLINE) targeting Horizon Europe.

assistant: **Abstract**

The next AI revolution unfolds at the edge, powering real-time, energy-efficient and secure applications in autonomous systems, industrial automation, and healthcare. Yet, with over 400,000 yearly new AI models and hundreds of chip architectures, deploying edge AI in products is highly challenging. Existing tools fail to support the latest models like LLMs, lack flexibility across chips, and underutilize chip capabilities, making deployment inefficient and costly.Roofline transforms edge AI with a breakthrough SDK that bridges the gap between AI models and hardware. Roofline’s SDK flexibly supports models from all relevant frameworks like PyTorch and TensorFlow and is retargetable across CPUs, GPUs, and specific accelerators. It delivers up to 15x lower latency and 35x lower memory usage vs industry standard – through a simple Python call. Combining intuitive tools with scalability, Roofline unlocks transformative applications in edge AI, paving the way for European leadership in a €20B+ market by 2030.


**Keywords:** Edge AI, Retargetable Compiler Technology, Mathematical Abstraction, Hardware-Agnostic Programmability, Software Development Kit (SDK)
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 'Asymptotic Geometric Analysis and Learning Theory', explaining its relevance to EU policy priorities under Seventh Framework.

assistant: **Impact**

In a typical learning problem one tries to approximate an unknown function by a function from a given class using random data, sampled according to an unknown measure. In this project we will be interested in parameters that govern the complexity of a learning problem. It turns out that this complexity is determined by the geometry of certain sets in high dimension that are connected to the given class (random coordinate projections of the class). Thus, one has to understand the structure of these sets as a function of the dimension - which is given by the cardinality of the random sample. The resulting analysis leads to many theoretical questions in Asymptotic Geometric Analysis, Probability (most notably, Empirical Processes Theory) and Combinatorics, which are of independent interest beyond the application to Learning Theory. Our main goal is to describe the role of various complexity parameters involved in a learning problem, to analyze the connections between them and to investigate the way they determine the geometry of the relevant high dimensional sets. Some of the questions we intend to tackle are well known open problems and making progress towards their solution will have a significant theoretical impact. Moreover, this project should lead to a more complete theory of learning and is likely to have some practical impact, for example, in the design of more efficient learning algorithms.
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 'CTP-dependent molecular switches: an emerging new principle in cellular regulation'.

assistant: **Concept**

Nucleotide-dependent molecular switches play key roles in the regulation of cellular processes such as translation, protein folding and transport, cytoskeletal dynamics and cell differentiation. Until recently, their function was thought to rely exclusively on the purine nucleotides GTP or ATP as cofactors. This paradigm changed in 2019, when my group identified a fundamentally new class of regulatory switches, now called C-switches, that depend on the pyrimidine nucleotide CTP.The few C-switches studied to date have important functions in bacterial growth and pathogenicity. Database searches predict that C-switches are highly diverse and widespread in nature. However, the physiological roles and modes of action of these proteins are still largely enigmatic. The overarching goal of C SWITCH is to provide comprehensive insight into the biology of C-switches and clarify the ways in which this newly identified regulatory principle can control protein activity and cellular functions. For this purpose, we will employ both bioinformatic and experimental methods to systematically identify new types of C-switch proteins and perform detailed mechanistic studies of prototypic representatives, using state-of-the-art in vitro and in vivo approaches. C-SWITCH will thus break new ground in the understanding of cellular regulation and pave the way to a global understanding of C-switches as versatile regulators in biology. Importantly, proteins containing a canonical C-switch domain are absent from humans and other mammalian systems. C-SWITCH will therefore also explore the pharmacological potential of C-switches as new targets for antibacterial and antivirulence therapies, thereby possibly opening new avenues for translational applications and supporting the current global effort to 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 executive summary for the EU project 'Interdisciplinary Center for Neural Computation (ICNC)' (ICNC) targeting Sixth Framework.

assistant: **Abstract**

Computational Neuroscience is a new research discipline that is emerging using a multi-disciplinary approach for unravelling the principles that underlie computation and information processing in the brain, and for advancing the construction of intelligent artificial devices. The Hebrew University Interdisciplinary Centre for Neural Computation (ICNC) is the home of a world-renowned group of scientists focusing on the central questions as to how the brain computes." The Centre supports cutting edge research projects on brain research and leads interactions with industry in the discussion of the implementation of research findings to real-life applications. ICNC provides an inter-face for interactive research in Neurobiology, Physics and Applied Physics Computer Science and Psychophysics with the objective of increasing the understanding of how the brain works with specific focus on computational aspects of the nervous system. ICNC has 'state of the art' facilities for studying and modelling the nervous system at its different levels, from single neuron computation to signal processing in small and large cortical networks, to the system and the behavioural level. The objectives of NEURALCOMP are{1} to provide European visitors with opportunities to carry out research projects, which will contribute to the development of their personal research capacities{2} to provide specialist training on NEURALCOMP facilities that are either unique in themselves or in combination or are specially adapted for work in the context of Neural computation and{3} to enhance the R&D capacities of new and emerging groups through project work of mutual interest. NEURALCOMP will provide 1362 user days for research visitors (mostly at their Ph.D. and early post-doc training period) over the 36 mo
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 'Combatting the CardioRenal Syndrome: towards an integrative Analysis to reduce cardiovascular burden in chronic kidney disease' in the context of a Horizon 2020 call.

assistant: **Objectives**

Successfully combatting a complex disease requires multi-disciplinary and methodically well-trained scientists. CaReSyAn strives to accomplish exactly this: we will train scientists to successfully integrate proteomics, clinical, experimental and bioinformatical analyses to enhance the understanding, diagnosis and therapy of the cardiorenal syndrome (CRS). CRS comprises disorders of the heart, vessels and kidneys, including the increased development of cardiovascular disease (CVD) in patients with chronic kidney disease (CKD). With ~45% of all deaths in CKD patients caused by CVD, the socio-economic burden of CRS is extremely high.CaReSyAn will train scientists in a close cooperation between academia, SME and industry partners. Key objectives are to provide: 1) Excellent scientific training on CRS pathology, integrating clinical/mechanistic knowledge with technological skills (animals and in vitro, molecular and functional studies,  proteomics and bioinformatics) to generate innovative insights triggering the understanding, diagnosis and treatment of the CRS; 2) Excellent complementary skills in personal and career development as well as business training required to extend beyond scientific research; and 3) Exposure to both academic and non-academic environments, required to build bridges between researchers and entrepreneurs and support the future translation of research findings in innovative products and services. CaReSyAn builds on already available patient cohorts, advanced technologies and established cooperations. CaReSyAn is complementary to ongoing European programs focusing solely on CKD or CVD and strives to synergistically improve structural training on European level. CaReSyAn will nurture the development of young, broadly-trained scientists able to succes
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 'Genetics of Sepsis in Europe' will create measurable scientific, societal and economic impact aligned with Sixth Framework.

assistant: **Impact**

GenOSept is a specific targeted research project (STREP) which uses a multidisciplinary fundamental genomics approach (gene expression, structural genomics, population genetics) to examine genetic predisposition to sepsis. Sepsis (life-threatening infection) is a major public health problem throughout Europe. In the USA in 1995 it cost $17 billion to treat 751,000 patients with severe sepsis, of whom 28.6% died. The Center for Disease Control suggests that sepsis-attributable mortality rates are rising. We hypothesize that susceptibility to expensive new treatments, and fatal outcomes from severe sepsis, are in part, genetically determined. GenOSept work packages will test this hypothesis using the following approach. We will use gene expression studies to define novel candidate genes including those controlling programmed cell death. The novel candidate genes so identified will then be analysed in subsequent epidemiologic studies of genetic predisposition to sepsis-related mortality and morbidity in European intensive care units. The European Society of Intensive Care Medicine (ESICM) will co-ordinate a consortium of leading experts in sepsis, genomics, genetic epidemiology, biometrics and genetic high-throughput genotyping to link this new science to patient-centred outcomes. GenOSept will provide important data on gender-related mortality and morbidity. It will have a major impact on diagnosis and treatment of European sepsis patients in subsequent therapeutic trials by targeting risk subpopulations and focussing expensive new treatments. GenOSept will standardise protocols for genotyping, facilitate application of new knowledge in functional and structural genomics, harmonize high-throughput genotyping and quality control between major European centres, and contribu
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 'Promotiing participation of innovative SMEs through regional networking' (INNOSME) targeting Sixth Framework.

assistant: **Abstract**

INNOSME intends to identify potentially innovative SMEs from the different ICT subsectors located in the EU-12 territories, assess their capabilities and improve their conditions in order to make them fitter for participation in RTD projects of the 7FP.The project turns around two collectives:- regional/local support networks composed by existing organizations and institutions related to the SMEs in the ICT sector, considered as sounding boards and sources of influence for the project- SMEs of the ICT sector that are the targeted collective of the project, as well as end-users and beneficiaries of the project activities.INNOSME will develop according to the following phases:- Put in place regional networks of organizations involved with SMEs, especially intermediate bodies like business associations and chambers of commerce, but also local development agencies, public authorities, and education and training institutions. Establish working links with existing EU-supported projects and networks that facilitate the participation of SMEs in RTD activities- Create a Database of SMEs from the ICT sector in the EU-12, identifying those potentially candidates to participation in RTD programmes- Implement an information and communication environment, with the right proportions of real events and personal contacts (two series of annual workshops will be held in the EU-12 countries, IST-related EU events will be attended), and web-based tools (collaborative workspace, innovation management and RTD participation capability autodiagnostics, on-line tutorials) to assess, train and advice SMEs in their path to participation in Community ICT research.
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 'Research framework for the design and optimisation of a modular Radioisotope Thermoelectric Generator for Lunar exploration and exploitation'.

assistant: **Innovation**

Lunar colonization and exploitation, being the aim of project Artemis, requires reliable energy production, which is possible by the radioisotope thermoelectric generator (RTG). RTG units contain a radioisotope heat source coupled with thermoelectric modules (TEM) which convert the produced heat into electricity. The power output of the RTG is fixed by design and it cannot dynamically change. However, the dynamic and interconnected environment of a human colony, which involves life support, scientific research, resource mining, manufacturing, and exploration activities, would benefit from a flexible and integrable RTG, which can employ active and passive cooling functionalities, participate in the systems’ heat exchange, and incorporate different radioisotopes. Beyond system flexibility, the developed RTG must be able to withstand the extreme environmental challenges imposed by the extended diurnal day-night circle of the lunar surface. The excessive solar exposure during the lunar day can overheat an exposed RTG and cause irreversible damage. To address these challenges, this project defines three distinct objectives. The first aims to establish a research framework which combines 3D multi-physics (thermal, thermoelectric and mechanical analyses) simulations to evaluate the RTG behaviour with 1D multi-parametric investigations for rapid optimisation. In the second objective, the developed tools will be used to conceptually design a flexible RTG which can be safely and reliably employed on the lunar surface. To further establish it as a key component of the lunar infrastructure, its components should be manufactured locally through an in-situ resource utilisation (ISRU) scheme. Thus, in the third objective, a metric system will be produced to identify ISRU-suitable RTG
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 'Object Video Compression' in the context of a Fifth Framework call.

assistant: **Objectives**

The scientific goal of this assessment project is to develop and test a low bit-rate high quality video compression that is based on new innovative segmentation algorithms. These segmentation algorithms will enable to extract and track the objects among consecutive video frames. The plan is to setup framework of tools for multimedia applications that are content-based. An automatic interaction with the contents to achieve a low bit-rate video compression will be based on the extracted segments. This will enable substantial improvements of the coding efficiency and will enable also to have efficient coding of multiple concurrent data streams. The proposed video codec will not necessitate extensive computing power.OBJECTIVESThe objectives of this project are to develop and test a new innovative framework to extract visual objects that will enable to achieve a very low bit rate of high quality video compression that will outperform existing methods. It can also be added later to MPEG-4 standard, which recommends to utilize object manipulation to achieve low bit rate compression. But how to extract these visual objects remains an open problem for MPEG-4. The proposed methodology can substantially enhance the performance of MPEG-4 and MPEG-7.Typical applications for the proposed technology are:- interpersonal real-time video communication with low bit rate;- broadcast video distribution with low bit rate;- content manipulation of video content for home video production;- mobile multimedia;- content-based storage and retrieval;- streaming video on the Internet/Intranet;- digital set-top box and many more.DESCRIPTION OF WORKThe low bit rate high quality compression will be based on a sequentially combining baseline encoder, segmentation of the motion vectors, motion estimation
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 'Autonomous inspection of subsea telecommunication cables, power cables and pipelines (AUTOTRACKER)'.

assistant: **Innovation**

Damage to sub sea cable and pipelines due to free span, anchoring and fishery activities may lead to the shut-down of critical supply or communication lines and, occasionally, to environmental disaster. An Autonomous Underwater Vehicle (AUV) equipped to undertake inspection of these installations would lead to major improvement in the early detection and prediction of faults. Although AUV systems are now available their main limitation in this role remains that of inadequate target acquisition and tracking capability as well as appropriate obstacle avoidance systems to permit them to fly safely at low altitude. The objectives are to develop systems for tracking sub sea cables and pipelines from an AUV, to develop systems to avoid collision and entanglement when flying at low altitude, to integrate the systems within an AUV and to perform full-scale inspections.
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 'Next-Generation Indium Gallium Nitride Micro LEDs' under Horizon Europe.

assistant: **Concept**

Our method of growing pure InGaN μLEDs is completely unique. We start with a layer of thin GaN on a substrate. This layer has the same high defect density that other existing technologies struggle with. Then we add a mask made of either silicon nitride or aluminum oxide introduced by us using a high-resolution lithography process. The mask contains tiny holes ca. 100 nm in diameter which become growth sites for intrinsically defect-free InGaN pyramids. These pyramids are then reshaped into truncated hexagonal pyramids, aka InGaN platelets that are just 700 nm wide (effectively a nanoLED) and contain the active micro LED structure after regrowth on the top c-plane of the InGaN platelets.We can already grow the μLEDs on 2” wafers on a sapphire substrate, and we are developing new methods to grow 4” wafers on a silicon substrate. Our KPIs (pixel size <1 µm, internal quantum efficiency >3.5%, FWHM <50 nm, etc.) already outcompete current commercial options for sub-2 µm-pixel size.


**Keywords:** Micro LEDs,Indium Gallium Nitride,Semiconductors