Model: Gabrosh/Earth-Science-Semantic-Similarity
Author: Gabrosh
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, mpnet, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:129, loss:CoSENTLoss, arxiv:1908.10084, base_model:sentence-transformers/all-mpnet-base-v2, base_model:finetune:sentence-transformers/all-mpnet-base-v2, doi:10.57967/hf/6086, model-index, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-mpnet-base-v2
Card metadata: base_model: sentence-transformers/all-mpnet-base-v2
library_name: sentence-transformers
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:129, loss:CoSENTLoss
widget: source_sentence: traces historical and scientific advancement of our understanding of earths cosmic context  introduces basic physical principles by which planets form and create their associated features of rings satellites diverse landscapes atmospheres and climates  includes the physics of asteroids and comets and their orbital characteristics and links to meteorites  considers one of the most fundamental questions  whether or not we are alone  by detailing the scientific exploration goals to be achieved at the moon mars and beyond 
sentences: this is an introduction to the study of the solar system with emphasis on the latest spacecraft results  the subject covers basic principles rather than detailed mathematical and physical models topics include an overview of the solar system  planetary orbits  rings planetary formation meteorites asteroids comets  planetary surfaces and cratering planetary interiors  planetary atmospheres and life in the solar system , in this course describes the largescale circulation systems of the tropical atmosphere are used to infer the nalyses the dynamics of such systems  the course includes phase equilibria of homogeneous and heterogeneous systems and thermodynamic modeling of nonideal crystalline solutions  it also surveys the processes that lead to the formation of metamorphic and igneous rocks in the major tectonic environments in the earths crust and mantle , this introductory course presents a basic study in oceanography and the utilization of seismic waves for the study of ocean it introduces techniques necessary for understanding of elastic wave propagation in layered media, source_sentence: introduction to the physics of atmospheric radiation remote sensing and convection  including use of computer codes  risotopic contents occurrence in modern organisms and environments diagenetic pathways analytical techniques  physics of dry and moist convection including moist thermodynamics  radiativeconvective equilibrium  solution of inverse problems in remote sensing of atmospheric temperature and composition  students taking the graduate version complete additional assignments
sentences: the aim of this course is to introduce the principles of geostatistics and to demonstrate its application to various aspects of earth sciences  the specific content of the course depends each year on the interests of the students in the class in some cases the class interests are towards the spatial sampling for statistical analysis and we concentrate on sample augmentation in other cases the interests have been more toward engineering applications of kinematic positioning with gps in which case the concentration is on positioning with slightly less accuracy but being able to do so for a moving object  in all cases we concentrate on the fundamental issues so that students should gain an understanding of the basic limitations of the system and how to extend its application to areas not yet fully explored, this is an introduction to the principles of thermodynamics including use of computer codes  subjects covered include physical conditions of formation and modification of igneous and metamorphic rocks including emission and scattering spectroscopy mie theory and numerical solutions  we examine the solution of inverse problems in remote sensing of atmospheric temperature and composition , this course presents the phenomena theory and modeling of turbulence in the earths oceans and atmosphere  the scope ranges from centimeter to planetary scale motions  the regimes of turbulence include homogeneous isotropic threedimensional turbulence  convection  quasigeostrophic turbulence  shallow water turbulence  baroclinic turbulence  and macroturbulence in the ocean and atmosphere , source_sentence: introduction on the interactive earth system  biology in geologic environmental and climate change throughout earths history introduces the concept of life as a geological agent and examines the interaction between biology and the earth system during the roughly 4 billion years since life first appeared topics include the origin of the solar system and the early earth atmosphere  the origin and evolution of life and its influence on climate up through and including the modern age and the problem of global warming  the global carbon cycle  and astrobiology 
sentences: this course introduces the parallel evolution of life and the environment  life processes are influenced by chemical and physical processes in the atmosphere hydrosphere cryosphere and the solid earth  in turn life can influence chemical and physical processes on our planet this course explores the concept of life as a geological agent and examines the interaction between biology and the earth system during the roughly 4 billion years since life first appeared, this undergraduate class is designed to introduce students to the physics that govern the earthquakes  the focus of the course is on the processes that control the earthquake intensity of the planet the course demonstrates underlying mechanisms through computare simulations and modeling of atmospheric and oceanic data, the electron microprobe provides a complete micrometerscale emission of electromagnetic radiation by atoms solids  the method is nondestructive and utilizes characteristic xrays excited by an electron beam incident on a flat surface of the sample this course provides an introduction to the sensors and digital imagery through wavelength and energy dispersive spectrometry wds and eds  zaf matrix correction procedures and scanning electron imaging with backscattered electron bse  secondary electron se  xray using wds or eds elemental mapping  and cathodoluminescence cl  lab sessions involve handson use of the jeol jxa8200 superprobe , source_sentence: classical mechanics in a computational framework  lagrangian formulation  action variational principles and hamiltons principle  conserved quantities hamiltonian formulation surfaces of section chaos and liouvilles theorem  poincaré integral invariants poincarébirkhoff and kam theorems  invariant curves and cantori  nonlinear resonances resonance overlap and transition to chaos  symplectic integration  adiabatic invariants  applications to simple physical systems and solar system dynamics  extensive use of computation to capture methods for simulation and for symbolic analysis  programming experience required level of difficulty
sentences: we will study the fundamental principles of classical mechanics  with a modern emphasis on the qualitative structure of phase space  we will use computational ideas to formulate the principles of mechanics precisely expression in a computational framework encourages clear thinking and active exploration we will consider the following topics lagrangian formulation action variational principles and equations of motion  hamiltons principle conserved quantities rigid bodies and tops  hamiltonian formulation and canonical equations  surfaces of section chaos canonical transformations and generating functions  liouvilles theorem and poincaré integral invariants  poincarébirkhoff and kam theorems  invariant curves and cantori  nonlinear resonances  resonance overlap and transition to chaos properties of chaotic motion  ideas will be illustrated and supported with physical examples  we will make extensive use of computing to capture methods for simulation and for symbolic analysis , this course covers the basic principles of planet atmospheres and interiors applied to the study of extrasolar planets exoplanets  we focus on fundamental physical processes related to observable exoplanet properties  we also provide a quantitative overview of detection techniques and an introduction to the feasibility of the search for earthlike planets biosignatures and habitable conditions on exoplanets , this course introduces the parallel evolution of life and the environment  life processes are influenced by volcano magnitude in the atmosphere hydrosphere cryosphere and the solid earth  in turn life can influence volcano occurrences on our planet this course explores the concept of volcano predictions and examines the interaction between biology and the earth system during the roughly 4 billion years since life first appeared, source_sentence: examines the fundamentals of sedimentary deposits and geological reasoning through first hand fieldwork students practice methods of modern geological field study offcampus during a required trip over spring break making field observations measuring stratigraphic sections and making a sedimentological map relevant topics introduced are map and figure making in arcgis and adobe illustrator and sedimentary petrology  culminates in an oral and written report built around data gathered in the field field sites and ice core isotope data studied rotate annually and include atmospheric composition volcanic eruptions dust storms even wind patterns satisfies 6 units of institute laboratory credit may be taken multiple times for credit students taking graduate version complete additional assignments
sentences: this class examines tools data and ideas related to past climate changes as seen in flood maps  the most recent climate changes mainly the past 500000 years ranging up to about 2 million years ago will be emphasized numerical models for the examination of rainfall data will be introduced eg statistics factor analysis time series analysis simple climatology  , this introductory course presents a basic study in seismology and the utilization of seismic waves for the study of earths interior it introduces techniques necessary for understanding of elastic wave propagation in layered media, this course covers sediments in the rock cycle production of sediments at the earths surface physics and chemistry of sedimentary materials and scale and geometry of nearsurface sedimentary bodies including aquifers we will also explore topics like sediment transport and deposition in modern sedimentary environments burial and lithification survey of major sedimentary rock types stratigraphic relationships of sedimentary basins and evolution of sedimentary processes through geologic time this course satisfies 6 units of highschool laboratory credit and may be taken multiple times for credit students will be introduced to python and qgis as part of their studies
model-index: name: SentenceTransformer based on sentence-transformers/all-mpnet-base-v2
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: fair oer dev
type: fair-oer-dev
metrics: type: pearson_cosine
value: 0.6766633081596867
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7004537271955967
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.6766701961023414
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7118775018619872
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.6774930713812672
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7004537271955967
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6766633663251878
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7004537271955967
name: Spearman Dot
verified: no, type: pearson_max
value: 0.6774930713812672
name: Pearson Max
verified: no, type: spearman_max
value: 0.7118775018619872
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: fair oer test
type: fair-oer-test
metrics: type: pearson_cosine
value: 0.7409764421917553
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7473025735565767
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7363301285462346
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7390870824057955
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7413213451539604
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7473025735565767
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7409764734754448
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7473025735565767
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7413213451539604
name: Pearson Max
verified: no, type: spearman_max
value: 0.7473025735565767
name: Spearman Max
verified: no
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Created: 2025-07-29 16:03:57