sentence-transformers How to use josegg5/ModernBERT-projects-retriever with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("josegg5/ModernBERT-projects-retriever")
sentences = [
"Tromso Dynasonde atmospheric gravity wave ionospheric disturbances correlation geomagnetic activity",
"The production of chemicals, plastics, solvents, etc., contributes to 20 % of the Gross Value Added in the EU, where sales have doubled over the last 20 years. Despite this dynamism, the chemical industry is energy intensive and 95 % of organic chemicals derive from fossil oil and natural gas. To sustain the growth of this industry, the replacement of fossil feedstocks with renewable carbon, phosphorus and silicon sources should be encouraged. Nonetheless, such a sourcing shift represents a paradigm shift: while the development of petrochemistry has relied on the selective oxidation of hydrocarbons, the conversion of renewable feedstocks (e.g. CO2, phosphates, silicates or biomass) requires efficient reduction methods and catalysts to overcome their oxidized nature.Today, no reduction method meets the criteria for a versatile and energy efficient reduction of oxidized feedstocks and the aim of the ReNewHydrides project is to design novel reductants and catalytic reactions to achieve this important aim. At the crossroads of main group element chemistry, organometallic chemistry, electrochemistry and homogenous catalysis, I propose to develop innovative and recyclable reductants based on silicon and boron compounds, and to utilize them to tackle catalytic challenges in the reduction of C–O, P–O and Si–O bonds. The overarching principle is to build a balanced synthetic cycle, where the electrochemical reduction of functionalized and oxidized substrates is ensured by silicon and boron based hydride donors, with a high energy efficiency and selectivity.This project will foster innovative routes in the utilization of renewable carbon, phosphorus and silicon feedstocks. It is therefore of high risk, but ultimately extremely rewarding. The results will also also open-up new horizons in silicon and boron chemistry and they will finally serve the scientific community involved in the fields of organic and inorganic chemistry, sustainable chemistry and energy storage.",
"This project will study a class of atmospheric waves (known as atmospheric gravity waves) and associated travelling ionospheric disturbances at high latitudes, along with the possible connections between this wave activity and geomagnetic activity. The project will use data obtained using the Tromso Dynasonde (electron density and ionospheric tilts) between January 2014 and December 2016. The project will fully investigate the spectral characteristics of the data, along with the statistical distribution of the propagation parameters, and their altitude and temporal variability. The final goal is to identify possible correlations between these parameters and indicators of the level of geomagnetic activity. The project is submitted by a researcher with substantial experience in the subject areas, originally gained in during his PhD studies at the University of Colorado. The applicant is seeking the fellowship to aid in his reintegration at the Institute of Space Science in Romania.",
"The SEADE project provides fundamental and tangible support services to the Research and Innovation (R&I) ecosystems of Europe (EU) and Sub-Saharan Africa (SSA), undertaking human-centred research, programme development/delivery, and pilot actions in four SSA target regions to support increased cooperation. These actions will focus on two key areas identified as challenges for this ecosystem: digital transformation and international collaboration. Alongside the programme development, integration of legacy elements from current or newly closed initiatives working in the EU-SSA R&I, such as the ICT-58 projects funded under Horizon 2020, will provide the R&I in Digital (R&IID) actors across both continents with a comprehensive resource toolkit, made available within the legacy platform of the ENRICH in Africa (EiA) project. With this approach SEADE aims to provide a seamless ‘Route-to-Market’ pathway for the R&I actors in transferring research knowledge into market success, thus supporting the development of economic growth, and facilitate job market boosting.By founding the actions of SEADE in a human-centred approach, the activities can be developed through user-, as well as market-driven research, ensuring the services developed are relevant and required by the target users, and therefore more likely to be successful. The delivery of these new services within 4 pilot regions (Ghana, Kenya, Senegal, South Africa), will enable the SEADE consortium to set measurable criteria for the assessment of such actions within different cultural, political, and financial ecosystems. This data will enable SEADE to produce key policy positioning papers and reports, which can support the development of further R&IID targeted actions in other African regions.The EU and SSA actors of SEADE will be engaged via the wealth of networks available within the consortium partnership, enabling a strong dissemination and communication strategy for the project to be undertaken from the start."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
