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 'European  Building Sustainability performance and energy certification Hub' in the context of a Horizon 2020 call.

assistant: **Objectives**

The next generation of energy performance assessments and certificates ought to address the transformation into an era where an increasing amount data are available on the operational use of buildings, and the buildings can be observed with ever increasing details via a larger number of stakeholders. The EUB SuperHub project will support the evolvement of the certification process in the EU by development of a scalable methodology to view, assess and monitor the buildings through their lifecycle (embedded energy, costs etc.). The EU Level(s) initiative is already leading a way of a new, holistic view of the buildings taking into account sustainability principles (LCA, LCC etc.) for residential, commercial and public buildings. Energy performance assessments and certificates of buildings therefore need to evolve to reflect the technological development, the needs of the society, and within the EU, they must be consistent throughout Member States. Holistic view of buildings, social and technological shifts in the society require a change in the way we observe and handle the built environment helping incentives to yield in energy efficiency and investments.


**Keywords:** sustainability indicators, SRIs, geolocated database
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 'ADVANCED ANTICOUNTERFEITING SCANNABLE CODES 2 ENHANCE TRUST AND ENFORCE TRACEABILITY' will create measurable scientific, societal and economic impact aligned with Horizon 2020.

assistant: **Impact**

It is a well known fact that in today's complex globalised world, if you can make it, counterfeiters can fake it. Indeed, as per 2016 Frontier EcoIt is a well known fact that in today's complex globalised world, if you can make it, counterfeiters can fake it. Indeed, as per 2016 Frontier Economics report, taken together, the negative impacts of counterfeiting & piracy are projected to drain $4.2-tn (trillions!) from global economy and put 5.4M jobs at risk by 2022.In addition, current solutions are either too easy to imitate to a level that the normal user is deceived, too expensive to be practical to be used in low value products, the process too cumbersome to implement at unit-level,  or, usually, a combination of all aforementioned drawbacks, so in practice, no current system provides practical protection against counterfeiters.SCAN-2-TRUST is a game-changing ""Internet of Packaging"" platform that allows cost-effective unit-level authenticity assessment thanks to our unique, proprietary, copy-proof secure 2D barcode, based on 3-patents.Moreover, our technology also let brands further engage with their clients and provides accurate actionable information on the full product lifecycle: from the very instant the product is packaged at the factory, to the final moment, when package is recycled.The value of our Serviceable Available Market (SAM) is ~$206-bn (Year-1). However, for the first 4-years, we will focus on the markets we have gained early traction: e.g. food & beverages, industrial goods, secure documents/ticketing.SCAN-2-TRUST has been validated by Fortune-500 clients, e.g. SGS, Pernod Ricard, Abbott Labs, Syngenta, Dow Chemicals, ABInBev, Leybold, Nexans, LVMH, Agfa, Nestle (see letters of support in 4.2.B). To-date, we help protect +25M products in +70 countr
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 Horizon Europe proposal for the project 'IOO: a novel assay to predict patient response to immune checkpoint inhibitors, optimising patient stratification to these therapies and tripling solid tumour patient outcomes in immuno-oncology.'.

assistant: **Objectives**

Immunotherapy is a beacon of hope in cancer's battle, but with a 10-20% response rate in solid tumors, its potential is untapped. Predicting patient responses to treatment, which current methods are ill-equipped for, is an urgent unmet medical need. Our project stands for industrializing our analytically validated multiplexed protein-function based biomarker assay (IOO), currently TRL6, which is based on our proprietary bio-imaging technology. Whilst scientifically validated, we need further clinical validation to obtain increased datasets required for regulatory certification for clinical deployment. This assay could triple the efficacy of currently available immune-oncology treatments by accurately predicting patient response to immune checkpoint inhibitors - the basis of 90% of current immuno-oncology therapies. If successful, we will bring this transformative solution to hospitals worldwide. The upshot could be game-changing: doubling survival rates for high-prevalence, lethal tumors like lung cancer.


**Keywords:** Immuno-oncology, precision medicine, patient stratification, predictive assays, immune checkpoint inhibitor (ICI) therapies.
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 '6G-DALI: 6G DAta and ML operations automation via an end-to-end AI framework' will create measurable scientific, societal and economic impact aligned with Horizon Europe.

assistant: **Impact**

One of the key enablers of 6G is undoubtedly the Native support of AI/ML at all the system levels, components, and mechanisms, from the orchestration and management levels to the low-level optimization of the infrastructure resources, including Cloud, Edge, RAN, Core Network, as well as a transport network. Despite the opportunities, there are several gaps that hinder the adoption of AI/ML in 6G, such as the lack of extensive and high-quality datasets that are required to train the models.  On the other hand, AI model testing and performance evaluation in a representative staging environment (by emulation or real deployment) is also challenging without access to an end-to-end 6G testbed or representative Digital Twin environment. To this end, 6G-DALI aims to deliver an end-to-end AI framework for 6G, structured in two interdependent pillars, (1) AI experimentation as a service via MLOps and (2) Data and analytics collection and storage via DataOps. The 6G-DALI DataOps pillar provides the mechanisms for preparing clean and processed data that are stored within a 6G Dataspace and are made available for training and validating machine learning models as a service, a part of the MLOps Pillar. The end-to-end framework also delivers continuous monitoring, drift detection and retraining of models. Finally, 6G-DALI will deliver open datasets, a 6G Dataspace for dataset storage and secure sharing, and a Digital Twin testbed for data generation on demand.


**Keywords:** MLOps, DataOps, Dataspace, DT, Native AI, Gaia-X, Trustworthy AI, Generative AI
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 'Training Network for the Immunotherapy of Cancer' demonstrating excellence, impact and implementation quality for a Horizon 2020 call.

assistant: **Abstract**

In the European Union, cancer is the leading cause of death and the overall cancer incidence is still increasing. As a result of expanding efforts to improve cancer outcome, a main paradigm change is occurring in cancer therapy towards individualized medicine. Antibody-based therapies form an integral and constantly growing part of this approach. Antibody-based therapies will strongly influence the coming decade of cancer care. The importance of immunotherapy has been highlighted by the prestigious Science journal as “breakthrough of the year 2013”, heralding the rising importance of immunotherapy. Accordingly the need for well-trained and skilled researchers in academia and industry is dramatically increasing in this field. IMMUTRAIN is a training network bringing together experts in the fields of monoclonal antibodies, dendritic cells, T-cells and immunomodulatory nucleic acids with a considerable industrial involvement. The network comprises nine academic research groups and five industrial partners in a total of seven European countries. IMMUTRAIN will actively create synergies between those sectors by forming and promoting young researchers to match the challenges of immunotherapies. Particular focus will be placed on combinatorial therapies and on the new emerging field of bispecific antibodies used to target both the tumor and the patient´s immune system. Fifteen Ph. D. students (early stage researchers, ESR) reinforced by the project leaders will investigate innovative therapeutic strategies and provide the rationale for future clinical trials. Throughout their projects, ESR will learn to integrate academic and industrial aspects and will sharpen their experimental and complementary skills in a well-designed and diversified training program.
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 'Microclimate refugia: the hidden drivers of mammalian responses to climate change' goes beyond current state-of-the-art under Horizon Europe.

assistant: **Innovation**

To address the accelerating crises of climate change and biodiversity loss, adaptive conservation strategies must account for organismal responses to microclimatic conditions, which are often strongly decoupled from the macroclimate variables traditionally used in ecological studies. Microclimates, shaped by canopy, topography, and moisture, buffer extremes and can keep near-ground conditions cooler with narrower diurnal ranges than open air, meaning they better reflect what animals actually experience. Yet the extent to which biophysical factors shape microclimates, and how these conditions reflect species’ actual experiences and drive their responses, remains poorly understood. By leveraging my unique access to continent-wide camera-trap time series and in situ microclimate sensor networks, resources rarely combined at this scale, together with meter-scale remote sensing and advanced machine learning, this proposal, “MicroRefugia”, will uncover how microclimatic buffering mitigates climate impacts and shapes mammal community responses across Europe. The project will move beyond static spatial analyses to quantify fine-scale temporal variability in microclimates and associated shifts in mammal activity patterns, providing unprecedented insight into how species track and exploit microclimatic refugia across fragmented landscapes. This work will deliver policy-ready evidence on when and where microclimate buffering sustains vulnerable species, enriching debates on connected conservation networks and climate-smart restoration strategies to safeguard Europe’s biodiversity. Alongside these scientific advances, the Marie Skłodowska-Curie Actions program will place me, Elham Ebrahimi, on a strong trajectory toward research leadership. The fellowship enables innovative researc
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 'Organising Caucasus and Central Asian Services for Internet Offerings to NRENs', explaining its relevance to EU policy priorities under Sixth Framework.

assistant: **Impact**

The Silk project provides connectivity to GEANT from the National Research and Edcation Networks (NRENs) of the eight Newly Independent States (NISs) of the Caucasus and Central Asia, and Afghanistan (the Silk countries). Dring the period of this proposal, the connectivity will continue to be provided via a VSAT satellite network called the Silk network. The Silk project is is supported by a number of organisations, with the largest funding coming from the NATO Science for Peace programme. The OCCASION project would both manage the Silk project and provide network management for the Silk network. It would also coordinate the provision of information on the NRENs of the Silk countries, and their related research activities.<br/>Another aspect aspect of the OCCASION project is to provide the tools for researchers in the Silk countries to collaborate with their colleagues in the European Union; these tools are mainly Voice/IP (VoIP) and multimedia conferencing (MM-Conf).This provision does not mean developing new tools, but ensuring that existing tools are deployed usefully over the Silk network and the attached NRENs. It also includes providing a minimal set of equipment at each NREN to allow both VoIP and MM-Conf to be used, It includes both maintenance of the tools, and provision of the requisite servers to ensure that multi-way conferencing can be carried out.<br/>The project will encourage the use of IPv6 for personal communications, and will assist NRENs to adopt IPv6 if they so desire. It includes training, so that researchers in the Silk countries can use the servides provided. Another aspect of the project is to identify significant user groups, active in both the Silk countires and the European Union, who need to use the Silk network for their collaborations.It w
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 2020 proposal on 'The Augnet Platform - Using Internet Protocol as the SMS Data Communication System'.

assistant: **Innovation**

Augnet Ltd, founded by ex-Skype Senior Manager Daniel Gill, has developed a revolutionary data communication system to address the current challenges faced by the Application-to-Person (A2P) SMS industry. With a team of industry and technology expertise, Augnet has advanced this patent-pending technology, “Platform,” to an initial prototype, having demonstrated its functionality with one of the world’s largest SMS aggregators.The current A2P SMS market, valued at €55bn, enables app owners (banks, booking sites, airlines etc.) to communicate with consumers via SMS, with high message volumes handled through aggregators. SMSs are then sent through network operators such as Vodafone. However, there is deep industry distrust between SMS suppliers and operators due to lack of quality assurance, and in particular, growing controversy over ‘killed’ messages; whereby messages are not sent to users to increase operator profit margins.With the current delivery process unchanged in 20-years, the industry is ripe for innovation that will rebuild trust and improve service provision. The Augnet data communication system bypasses network operators and provides SMS suppliers with an auditable service at significantly reduced price point. Augnet’s Platform is a backend network that requires no end-user interaction, significantly enhancing scalability and integrating with existing infrastructure. A leading SMS traffic aggregator is already secured and advanced discussions with further organisations are set to generate further positive outcomes.The proposed feasibility study will extensively evaluate technical and commercial elements of the Augnet Platform, determining the probability and requirements for rapid market entry. Outputs will support the next stage of development, leading to fu
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 'Peer for People, Planet, Profit in SMEs' (P4SME), addressing dissemination and exploitation.

assistant: **Impact**

The transition to economic, environmental and social sustainability has become a major priority for the new European Commission. At the same time, it is recognised that this transition must be based on a strong and resilient economy and that small and medium-sized enterprises provide the backbone for this. Therefore, it has become a political priority for the EU to ensure that the sustainability transition goes hand in hand with SME growth.All partners of P4SME are Science and Technology Parks (STPs) that belong to the International Association of Science Parks and Areas of Innovation, whose mission is to respond to new needs of companies in new market conditions to drive growth and internationalisation. The integration of the sustainability approach into their portfolio of services will allow STPs to provide SMEs hosted in their facilities with a more complete support, helping them to seize new opportunities and to introduce their sustainable products and services into the market to achieve a steady growth. Thus, the main goal of the P4SME project is to improve the support services that partners are currently offering to SMEs by introducing the sustainability concept and by helping companies to integrate the sustainability into their business strategies. For that purpose, partners will share good practices, tools and initiatives that tackle the three dimensions of sustainability, that is, the social (people), the environmental (planet) and the economic (profit) dimensions, and will count on the support of relevant European external experts. The findings of the peer-learning group will be collected in a Design Options Paper and will be disseminated among international networks, whose members provide support services to SMEs, and among relevant stakeholders and authoriti
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 'VALIDATing SEcurity Safeguards in Binaries Compiled with Memory-Safe Languages Pre-Execution' demonstrating excellence, impact and implementation quality for a Horizon Europe call.

assistant: **Abstract**

The emergence of memory-safe programming languages like Rust, Go, and Swift has significantly enhanced security by mitigating common memory-related vulnerabilities with minimal performance loss. Traditionally, memory safety was enforced through run-time support (e.g., Java), which executes bytecode but incurs significant performance overhead. In contrast, Rust, Go, Swift, and similar languages provide memory safety without heavy run-time support, delivering fast, secure machine code instead of virtual bytecode assessed at run-time. The core idea is to let the compiler vet about the security of a program by rejecting insecure code and by injecting certain checks in the produced machine code.  However, the lack of run-time protection introduces a new attack vector. Specifically, developers themselves can become attackers by subtly manipulating binaries compiled with memory-safe languages, introducing deliberate vulnerabilities. These compromised binaries, disguised as secure, can bypass app store screening processes and become malicious post-installation through remote exploitation. This underscores the need for a robust validation mechanism to complement existing screening processes. To address this, we introduce VALIDATE (VALIDATing SEcurity Safeguards in Binaries Compiled with Memory-Safe Languages Pre-Execution), a validation mechanism ensuring that binaries compiled with memory-safe languages retain their intended security properties before execution. VALIDATE operates at the final executable level, where no further code alterations can occur, providing accurate end-to-end security guarantees. By advancing static and dynamic analysis techniques beyond the state-of-the-art, VALIDATE ensures that security guarantees enforced at compile-time remain intact at load-time.