Model: HydroEmbed/HydroEmbed-OpenQA-MiniLM-DualLoss
Author: HydroEmbed
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:4338, loss:CosineSimilarityLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:4338, loss:CosineSimilarityLoss, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: What are the main climatic factors influencing water level fluctuations in lakes, particularly in semi-arid regions?
sentences: The main climatic factors influencing water level fluctuations in lakes in semi-arid regions include potential evapotranspiration, precipitation, temperature, and vapor pressure., Bias correction improves the accuracy of satellite precipitation data, enhancing its effectiveness in streamflow simulation., Climate change is associated with an increase in the frequency and intensity of extreme rainfall events, although regional variations can complicate the detection of consistent trends., source_sentence: What is the purpose of the WATYIELD model in hydrology?
sentences: Different precipitation datasets can lead to significant variations in the simulation of blue and green water resources, impacting water resource assessment and management., The WATYIELD model quantifies the impact of land use changes on stream discharge, facilitating predictions based on alterations in vegetation cover., Antecedent wetness conditions influence the timing and magnitude of DOC mobilization, with wetter conditions leading to faster and higher DOC export compared to drier conditions, which cause delays and reduced export., source_sentence: How does deep groundwater discharge influence solute budgets in mountainous watersheds?
sentences: Deep groundwater discharge contributes significant solute loads to streams, affecting water quality and ecological health., Strategies include adaptive cooperation, information sharing, water conservation, development of alternative water sources, and flexible water allocation policies., Groundwater storage depletion can be influenced by land use changes, groundwater abstraction, and decreases in precipitation due to climate change., source_sentence: How can uncertainty in predictive modeling of seawater intrusion be effectively quantified and managed in coastal aquifers?
sentences: By employing optimized sampling strategies and methods like Null Space Monte Carlo to explore parameter spaces while integrating diverse measurement data., Factors include operational costs, potential losses from dam breaches, benefits provided by the dam, and social impacts on local communities., The relative permeability is influenced by phase saturation, wettability conditions, capillary number, and the interfacial area between the two fluids., source_sentence: What is the relationship between groundwater and streamflow?
sentences: Long-chain alkanes and their stable hydrogen isotopes reflect variations in vegetation types and moisture sources, providing insights into historical precipitation patterns and climatic conditions., A floating vegetation canopy alters flow dynamics and increases near-bed turbulent kinetic energy, which can lead to sediment resuspension and reduced deposition beneath the canopy., Groundwater can sustain streamflow during dry periods, while streams can also contribute water back to groundwater through infiltration.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-05-12 19:22:13