Model: gridwayai/nuclear-licensing-embeddings-768
Author: gridwayai
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:8622, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:8622, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What is the purpose of geotechnical exploration at the PSEG Site?
sentences: The purposes of the PSEG Site geotechnical exploration and testing were to: - Obtain new data to meet current NRC and vendor design control document Tier 1 site characteristics requirements as appropriate for an ESPA - Confirm and demonstrate the applicability of the existing field data from the previous site exploration work for the existing nuclear plants, Geotechnical evaluations at the PSEG Site included assessing soil stratigraphy and groundwater conditions to identify potential risks and the suitability of the site for construction, focusing on the mechanical properties of subsurface materials., Table 3.8-3 Illinois Inventory of Archaeological Sites Entries within 6-miles of DNPS (Sheet 2 of 28) lists various archaeological sites and their statuses relevant to the regulatory considerations for the plant., source_sentence: The analysis of the identified nuclides can greatly aid in determining the safety measures necessary for nuclear facilities.
sentences: IDENTIFIED NUCLIDES, Peak Analysis Performed on: 5/29/2019 6:14:38 AM, 10 CFR Part 50, Appendix H, “Reactor Vessel Material Surveillance Program Requirements,” requires that peak neutron fluence at the end of the design life of the vessel will not exceed 1.0 x 10¹⁷ n/cm² (E > 1.0 MeV), or that reactor vessel beltline materials be monitored by a surveillance program., source_sentence: The NRC assessment includes evaluations to determine the impact of specific events on safety measures.
sentences: The staff noted that the licensee performed a root cause evaluation with an extent of condition and extent of cause evaluation following the May 25 scram., In assessing operational events, it is crucial to differentiate between various types of occurrences to ensure comprehensive safety evaluations encompass all relevant aspects, including human factors and procedural adherence., The reactor trip breaker indicating lights provide crucial information on the status of the reactor trip system during an Anticipated Transient Without Scram (ATWS)., source_sentence: Each reactor building isolation valve must remain effective during various operational modes.
sentences: The RHRSW System functions to remove heat from the RHR System and Emergency Equipment Cooling Water (EECW) System components by pumping water from Wheeler Reservoir through the Residual Heat Removal (RHR) heat exchangers and Emergency Equipment Cooling Water (EECW) System components and discharges back to Wheeler Reservoir., Each reactor building isolation valve shall be OPERABLE., Separate Condition entry is allowed for each penetration flow path., source_sentence: What is the purpose of the Rapid Borate Stop Valve in Reactor Control?
sentences: CLOSE the Air Supply Isolation Valve, 12CV160 A/S, AIR SUPPLY FOR 12CV160., The NRC staff is reviewing Westinghouse’s license renewal application and preparing an environmental impact statement (EIS) in accordance with the National Environmental Policy Act of 1969., Locates and discusses opening 1CV175, Rapid Borate Stop Valve by disengaging clutch and rotating handwheel (counterclockwise).
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: SentenceTransformer based on BAAI/bge-base-en-v1.5
results: task: type: triplet
name: Triplet
dataset: name: validation
type: validation
metrics: type: cosine_accuracy
value: 0.9397031664848328
name: Cosine Accuracy
verified: no, type: cosine_accuracy
value: 0.9387755393981934
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 73
Created: 2025-04-15 22:03:31