sentence-transformers How to use christinemahler/aie5-midterm with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("christinemahler/aie5-midterm")
sentences = [
"Are foreign organizations eligible to apply for the intervention research grant mentioned in the context?",
"PAR-25-379: Intervention Research to Improve Native American Health (R01 Clinical Trial Optional) Section III. Eligibility Information\n \n \n \n \n 1. Eligible Applicants\n \n \n \n Eligible Organizations\n \n Higher Education Institutions\n \n \n \n Public/State Controlled Institutions of Higher Education\n \n \n Private Institutions of Higher Education\n \n \n \n The following types of Higher Education Institutions are always encouraged to apply for NIH support as Public or Private Institutions of Higher Education:\n \n \n \n Hispanic-serving Institutions\n \n \n Historically Black Colleges and Universities (HBCUs)\n \n \n Tribally Controlled Colleges and Universities (TCCUs)\n \n \n Alaska Native and Native Hawaiian Serving Institutions\n \n \n Asian American Native American Pacific Islander Serving Institutions (AANAPISIs)\n \n \n \n Nonprofits Other Than Institutions of Higher Education\n \n \n \n Nonprofits with 501(c)(3) IRS Status (Other than Institutions of Higher Education)\n \n \n Nonprofits without 501(c)(3) IRS Status (Other than Institutions of Higher Education)\n \n \n \n For-Profit Organizations\n \n \n \n Small Businesses\n \n \n For-Profit Organizations (Other than Small Businesses)\n \n \n \n Local Governments\n \n \n \n State Governments\n \n \n County Governments\n \n \n City or Township Governments\n \n \n Special District Governments\n \n \n Indian/Native American Tribal Governments (Federally Recognized)\n \n \n Indian/Native American Tribal Governments (Other than Federally Recognized).\n \n \n \n \n \n Federal Government\n \n \n \n Eligible Agencies of the Federal Government\n \n \n U.S. Territory or Possession\n \n \n \n \n \n Other\n \n \n \n Independent School Districts\n \n \n Public Housing Authorities/Indian Housing Authorities\n \n \n Native American Tribal Organizations (other than Federally recognized tribal governments)\n \n \n Faith-based or Community-based Organizations\n \n \n Regional Organizations\n \n \n \n \n Foreign Organizations\n \n \n \n Non-domestic (non-U.S.) Entities (Foreign Organizations)\n \n are not\n \n eligible to apply.\n \n \n \n \n Non-domestic (non-U.S.) components of U.S. Organizations\n \n are not\n \n eligible to apply.\n \n \n \n \n Foreign components, as\n \n defined in the\n \n NIH Grants Policy Statement\n \n \n ,\n \n are\n \n allowed.\n \n \n \n Required Registrations\n \n \n Applicant Organizations\n \n \n \n Applicant organizations must complete and maintain the following registrations as described in the How to Apply-Application Guide to be eligible to apply for or receive an award. All registrations must be completed prior to the application being submitted. Registration can take 6 weeks or more, so applicants should begin the registration process as soon as possible. Failure to complete registrations in advance of a due date is not a valid reason for a late submission, please reference the\n \n NIH Grants Policy Statement Section 2.3.9.2 Electronically Submitted Applications\n \n .\n \n \n \n \n System for Award Management (SAM) –\n \n Applicants must complete and maintain an active registration,\n \n which requires renewal at least annually\n \n . The renewal process may require as much time as the initial registration. SAM registration includes the assignment of a Commercial and Government Entity (CAGE) Code for domestic organizations which have not already been assigned a CAGE Code.\n \n \n \n NATO Commercial and Government Entity (NCAGE) Code\n \n – Foreign organizations must obtain an NCAGE code (in lieu of a CAGE code) in order to register in SAM.\n \n \n Unique Entity Identifier (UEI) - A UEI is issued as part of the SAM.gov registration process. The same UEI must be used for all registrations, as well as on the grant application.\n \n \n \n \n \n eRA Commons\n \n - Once the unique organization identifier is established, organizations can register with eRA Commons in tandem with completing their Grants.gov registration; all registrations must be in place by time of submission. eRA Commons requires organizations to identify at least one Signing Official (SO) and at least one Program Director/Principal Investigator (PD/PI) account in order to submit an application.\n \n \n \n Grants.gov\n \n – Applicants must have an active SAM registration in order to complete the Grants.gov registration.\n \n \n \n \n Program Directors/Principal Investigators (PD(s)/PI(s))\n \n \n \n All PD(s)/PI(s) must have an eRA Commons account. PD(s)/PI(s) should work with their organizational officials to either create a new account or to affiliate their existing account with the applicant organization in eRA Commons. If the PD/PI is also the organizational Signing Official, they must have two distinct eRA Commons accounts, one for each role. Obtaining an eRA Commons account can take up to 2 weeks.\n \n \n \n Eligible Individuals (Program Director/Principal Investigator)\n \n Any individual(s) with the skills, knowledge, and resources necessary to carry out the proposed research as the Program Director(s)/Principal Investigator(s) (PD(s)/PI(s)) is invited to work with their organization to develop an application for support. Individuals from diverse backgrounds, including underrepresented racial and ethnic groups, individuals with disabilities, and women are always encouraged to apply for NIH support. See, Reminder: Notice of NIH's Encouragement of Applications Supporting Individuals from Underrepresented Ethnic and Racial Groups as well as Individuals with Disabilities,\n \n NOT-OD-22-019\n \n and Notice of NIH's Interest in Diversity,\n \n NOT-OD-20-031\n \n .\n \n \n For institutions/organizations proposing multiple PDs/PIs, visit the Multiple Program Director/Principal Investigator Policy and submission details in the Senior/Key Person Profile (Expanded) Component of the How to Apply- Application Guide.\n \n \n \n \n Foreign components, as\n \n defined in the\n \n NIH Grants Policy Statement\n \n \n ,\n \n are\n \n allowed only when the ancestral catchment area(s) of tribe(s) cross(es) U.S. national boundary.\n \n \n \n \n 2. Cost Sharing\n \n \n This NOFO does not require cost sharing as defined in the\n \n NIH Grants Policy Statement Section 1.2 Definition of Terms\n \n .\n \n \n \n \n 3. Additional Information on Eligibility\n \n \n Number of Applications\n \n \n \n \n Applicant organizations may submit more than one application, provided that each application is scientifically distinct.\n \n \n The NIH will not accept duplicate or highly overlapping applications under review at the same time, per\n \n NIH Grants Policy Statement Section 2.3.7.4 Submission of Resubmission Application\n \n . This means that the NIH will not accept:\n \n \n \n A new (A0) application that is submitted before issuance of the summary statement from the review of an overlapping new (A0) or resubmission (A1) application.\n \n \n A resubmission (A1) application that is submitted before issuance of the summary statement from the review of the previous new (A0) application.\n \n \n An application that has substantial overlap with another application pending appeal of initial peer review (see\n \n NIH Grants Policy Statement 2.3.9.4 Similar, Essentially Identical, or Identical Applications\n \n ).",
"RFA-HL-26-010: Limited Competition: Data Analysis and Sharing Center (DASC) for the MACS/WIHS Combined Cohort Study (MWCCS) (U01 Clinical Trials Not Allowed) Section II. Award Information\n \n \n \n Funding Instrument\n \n Cooperative Agreement: A financial assistance mechanism used when there will be substantial Federal scientific or programmatic involvement. Substantial involvement means that, after award, NIH scientific or program staff will assist, guide, coordinate, or participate in project activities. See Section VI.2 for additional information about the substantial involvement for this NOFO.\n \n \n \n Application Types Allowed\n New\n \n Renewal\n \n \n \n \n The\n \n OER Glossary\n \n and the How to Apply Application Guide provide details on these application types. Only those application types listed here are allowed for this NOFO.\n \n \n \n Clinical Trial?\n \n Not Allowed: Only accepting applications that do not propose clinical trials.\n \n \n \n \n \n Need help determining whether you are doing a clinical trial?\n \n \n \n \n Funds Available and Anticipated Number of Awards\n \n The following NIH components intend to commit an estimated total of $3 million to fund a single award in FY 2026:\n \n \n NHLBI, $0.97 million\n \n \n NIAID, $0.30 million\n \n \n NIMH, $0.30 million\n \n \n NCI, $0.75 million\n \n \n NIA, $0.19 million\n \n \n NIDA, $0.15 million\n \n \n NICHD, $0.13 million\n \n \n NIDCR, $0.07 million\n \n \n NIMHD, $0.04 million\n \n \n NIAAA, $0.03 million\n \n \n NINR, $0.03 million\n \n \n ORWH, $0.03 million\n \n \n NIDCD, $0.02 million\n \n \n \n Award Budget\n \n Application budgets may not exceed direct costs of $2 million per year in Fiscal Years 2026 through 2031.\n \n \n \n Award Project Period\n \n 6 years\n \n This variable defines that we need to start a new row. \n \n \n \n NIH grants policies as described in the\n \n NIH Grants Policy Statement\n \n will apply to the applications submitted and awards made from this NOFO.",
"PAR-25-378: Intervention Research to Improve Native American Health (R34 Clinical Trial Optional) Part 2. Full Text of Announcement"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
