---
title: "Summary of New and Improved Features in 14.0"
language: "en"
type: "Guide"
summary: "A list of key new and improved features since 13.3, including features experimental in 14.0."
sections: 
  - 
    title: "Numbers"
    link: "null"
  - 
    title: "Units & Quantities"
    link: "paclet:guide/Units"
  - 
    title: "Unit Testing"
    link: "null"
  - 
    title: "Vector Calculus"
    link: "null"
  - 
    title: "Complex Analysis"
    link: "null"
  - 
    title: "Integral Transforms"
    link: "null"
  - 
    title: "Difference and Differential Equations"
    link: "null"
  - 
    title: "Special Functions"
    link: "paclet:guide/SpecialFunctions"
  - 
    title: "Equation Solving"
    link: "null"
  - 
    title: "Finite Fields"
    link: "paclet:guide/FiniteFields"
  - 
    title: "Structured Matrices"
    link: "paclet:guide/StructuredArrays"
  - 
    title: "Interval Matrices"
    link: "null"
  - 
    title: "Natural Language Processing"
    link: "paclet:guide/NaturalLanguageProcessing"
  - 
    title: "Neural Networks"
    link: "paclet:guide/NeuralNetworks"
  - 
    title: "Integrated Statistics & Machine Learning"
    link: "null"
  - 
    raw: "TextData[ButtonBox[\"Wolfram Neural Net Repository »\", BaseStyle -> {\"Hyperlink\", \"GuideFunctionsSubsection\"}, ButtonData -> {URL[\"https://resources.wolframcloud.com/NeuralNetRepository/\"], None}]]"
  - 
    title: "Geometry »"
    link: "null"
  - 
    title: "Graphs"
    link: "null"
  - 
    title: "Trees"
    link: "paclet:guide/Trees"
  - 
    title: "Graphics"
    link: "null"
  - 
    title: "Image Processing"
    link: "paclet:guide/ImageProcessing"
  - 
    title: "Video Processing"
    link: "paclet:guide/VideoProcessing"
  - 
    title: "Audio Processing"
    link: "paclet:guide/AudioProcessing"
  - 
    title: "PDE Modeling"
    link: "paclet:guide/PDEModeling"
  - 
    title: "Electromagnetics"
    link: "paclet:guide/ElectromagneticPDEModels"
  - 
    title: "Solid Mechanics"
    link: "paclet:guide/SolidMechanicsPDEModels"
  - 
    title: "System Modeling"
    link: "paclet:guide/SystemModelingOverview"
  - 
    title: "Control Systems"
    link: "paclet:guide/ControlSystems"
  - 
    title: "Document Formats"
    link: "paclet:guide/DocumentFormats"
  - 
    title: "Numerical Data Formats"
    link: "paclet:guide/NumericalDataFormats"
  - 
    title: "Video Formats"
    link: "paclet:guide/MultimediaFormats"
  - 
    title: "External Services & Operations"
    link: "null"
  - 
    title: "Data Structures"
    link: "null"
  - 
    title: "Enhancements in Compiler Operations"
    link: "null"
  - 
    title: "Functions Enhanced in Compiled Code"
    link: "null"
canonical_url: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn140.html"
source: "Wolfram Language Documentation"
related_guides: 
  - 
    title: "Summary of New Features from 13.2 to 13.3"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn133.en.md"
  - 
    title: "Summary of New Features from 13.1 to 13.2"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn132.en.md"
  - 
    title: "Summary of New Features from 13.0 to 13.1"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn131.en.md"
  - 
    title: "Summary of New Features in 13.0"
    link: "https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn13.en.md"
  - 
    title: "Summary of Recently Added Features"
    link: "https://reference.wolfram.com/language/guide/RecentlyAddedFeatures.en.md"
  - 
    title: "Full Revision History"
    link: "https://reference.wolfram.com/language/https://www.wolfram.com/language/quick-revision-history/.en.md"
  - 
    title: "Full Legacy Documentation"
    link: "https://reference.wolfram.com/language/https://reference.wolfram.com/history/.en.md"
related_functions: 
  - 
    title: "AdjacencyList"
    link: "https://reference.wolfram.com/language/ref/AdjacencyList.en.md"
  - 
    title: "Annulus"
    link: "https://reference.wolfram.com/language/ref/Annulus.en.md"
  - 
    title: "ArgumentsOptions"
    link: "https://reference.wolfram.com/language/ref/ArgumentsOptions.en.md"
  - 
    title: "AstroSubpoint"
    link: "https://reference.wolfram.com/language/ref/AstroSubpoint.en.md"
  - 
    title: "AudioPitchShift"
    link: "https://reference.wolfram.com/language/ref/AudioPitchShift.en.md"
  - 
    title: "AudioTimeStretch"
    link: "https://reference.wolfram.com/language/ref/AudioTimeStretch.en.md"
  - 
    title: "Ball"
    link: "https://reference.wolfram.com/language/ref/Ball.en.md"
  - 
    title: "BayesianMaximization"
    link: "https://reference.wolfram.com/language/ref/BayesianMaximization.en.md"
  - 
    title: "BayesianMinimization"
    link: "https://reference.wolfram.com/language/ref/BayesianMinimization.en.md"
  - 
    title: "BezierCurve"
    link: "https://reference.wolfram.com/language/ref/BezierCurve.en.md"
  - 
    title: "BilateralHypergeometricPFQ"
    link: "https://reference.wolfram.com/language/ref/BilateralHypergeometricPFQ.en.md"
  - 
    title: "BreadthFirstScan"
    link: "https://reference.wolfram.com/language/ref/BreadthFirstScan.en.md"
  - 
    title: "BSplineCurve"
    link: "https://reference.wolfram.com/language/ref/BSplineCurve.en.md"
  - 
    title: "BSplineSurface"
    link: "https://reference.wolfram.com/language/ref/BSplineSurface.en.md"
  - 
    title: "CharacteristicPolynomial"
    link: "https://reference.wolfram.com/language/ref/CharacteristicPolynomial.en.md"
  - 
    title: "CheckArguments"
    link: "https://reference.wolfram.com/language/ref/CheckArguments.en.md"
  - 
    title: "CholeskyDecomposition"
    link: "https://reference.wolfram.com/language/ref/CholeskyDecomposition.en.md"
  - 
    title: "Circle"
    link: "https://reference.wolfram.com/language/ref/Circle.en.md"
  - 
    title: "Circumsphere"
    link: "https://reference.wolfram.com/language/ref/Circumsphere.en.md"
  - 
    title: "Classify"
    link: "https://reference.wolfram.com/language/ref/Classify.en.md"
  - 
    title: "Comap"
    link: "https://reference.wolfram.com/language/ref/Comap.en.md"
  - 
    title: "ComapApply"
    link: "https://reference.wolfram.com/language/ref/ComapApply.en.md"
  - 
    title: "CommonUnits"
    link: "https://reference.wolfram.com/language/ref/CommonUnits.en.md"
  - 
    title: "Cone"
    link: "https://reference.wolfram.com/language/ref/Cone.en.md"
  - 
    title: "ConicHullRegion"
    link: "https://reference.wolfram.com/language/ref/ConicHullRegion.en.md"
  - 
    title: "ConnectedComponents"
    link: "https://reference.wolfram.com/language/ref/ConnectedComponents.en.md"
  - 
    title: "ConnectedGraphComponents"
    link: "https://reference.wolfram.com/language/ref/ConnectedGraphComponents.en.md"
  - 
    title: "CountDistinct"
    link: "https://reference.wolfram.com/language/ref/CountDistinct.en.md"
  - 
    title: "Cuboid"
    link: "https://reference.wolfram.com/language/ref/Cuboid.en.md"
  - 
    title: "CurrencyConvert"
    link: "https://reference.wolfram.com/language/ref/CurrencyConvert.en.md"
  - 
    title: "Cylinder"
    link: "https://reference.wolfram.com/language/ref/Cylinder.en.md"
  - 
    title: "Det"
    link: "https://reference.wolfram.com/language/ref/Det.en.md"
  - 
    title: "DigitSum"
    link: "https://reference.wolfram.com/language/ref/DigitSum.en.md"
  - 
    title: "Disk"
    link: "https://reference.wolfram.com/language/ref/Disk.en.md"
  - 
    title: "Dot"
    link: "https://reference.wolfram.com/language/ref/Dot.en.md"
  - 
    title: "DownValues"
    link: "https://reference.wolfram.com/language/ref/DownValues.en.md"
  - 
    title: "DownValuesFunction"
    link: "https://reference.wolfram.com/language/ref/DownValuesFunction.en.md"
  - 
    title: "DSolve"
    link: "https://reference.wolfram.com/language/ref/DSolve.en.md"
  - 
    title: "DSolveValue"
    link: "https://reference.wolfram.com/language/ref/DSolveValue.en.md"
  - 
    title: "EdgeAdd"
    link: "https://reference.wolfram.com/language/ref/EdgeAdd.en.md"
  - 
    title: "EdgeConnectivity"
    link: "https://reference.wolfram.com/language/ref/EdgeConnectivity.en.md"
  - 
    title: "EdgeCount"
    link: "https://reference.wolfram.com/language/ref/EdgeCount.en.md"
  - 
    title: "EdgeDelete"
    link: "https://reference.wolfram.com/language/ref/EdgeDelete.en.md"
  - 
    title: "EdgeIndex"
    link: "https://reference.wolfram.com/language/ref/EdgeIndex.en.md"
  - 
    title: "EdgeList"
    link: "https://reference.wolfram.com/language/ref/EdgeList.en.md"
  - 
    title: "Eigensystem"
    link: "https://reference.wolfram.com/language/ref/Eigensystem.en.md"
  - 
    title: "Eigenvalues"
    link: "https://reference.wolfram.com/language/ref/Eigenvalues.en.md"
  - 
    title: "Eigenvectors"
    link: "https://reference.wolfram.com/language/ref/Eigenvectors.en.md"
  - 
    title: "ElectricFluxDensityValue"
    link: "https://reference.wolfram.com/language/ref/ElectricFluxDensityValue.en.md"
  - 
    title: "ElectricPotentialCondition"
    link: "https://reference.wolfram.com/language/ref/ElectricPotentialCondition.en.md"
  - 
    title: "ElectricSymmetryValue"
    link: "https://reference.wolfram.com/language/ref/ElectricSymmetryValue.en.md"
  - 
    title: "ElectrostaticPDEComponent"
    link: "https://reference.wolfram.com/language/ref/ElectrostaticPDEComponent.en.md"
  - 
    title: "Ellipsoid"
    link: "https://reference.wolfram.com/language/ref/Ellipsoid.en.md"
  - 
    title: "EmptyGraphQ"
    link: "https://reference.wolfram.com/language/ref/EmptyGraphQ.en.md"
  - 
    title: "EulerMatrix"
    link: "https://reference.wolfram.com/language/ref/EulerMatrix.en.md"
  - 
    title: "ExternalEvaluate"
    link: "https://reference.wolfram.com/language/ref/ExternalEvaluate.en.md"
  - 
    title: "FilledTorus"
    link: "https://reference.wolfram.com/language/ref/FilledTorus.en.md"
  - 
    title: "FindEdgeIndependentPaths"
    link: "https://reference.wolfram.com/language/ref/FindEdgeIndependentPaths.en.md"
  - 
    title: "FindImageText"
    link: "https://reference.wolfram.com/language/ref/FindImageText.en.md"
  - 
    title: "FindIndependentEdgeSet"
    link: "https://reference.wolfram.com/language/ref/FindIndependentEdgeSet.en.md"
  - 
    title: "FindInstance"
    link: "https://reference.wolfram.com/language/ref/FindInstance.en.md"
  - 
    title: "FindPath"
    link: "https://reference.wolfram.com/language/ref/FindPath.en.md"
  - 
    title: "FindShortestPath"
    link: "https://reference.wolfram.com/language/ref/FindShortestPath.en.md"
  - 
    title: "FindVertexCut"
    link: "https://reference.wolfram.com/language/ref/FindVertexCut.en.md"
  - 
    title: "FindVertexIndependentPaths"
    link: "https://reference.wolfram.com/language/ref/FindVertexIndependentPaths.en.md"
  - 
    title: "FiniteFieldIndex"
    link: "https://reference.wolfram.com/language/ref/FiniteFieldIndex.en.md"
  - 
    title: "FluidFlowPDEComponent"
    link: "https://reference.wolfram.com/language/ref/FluidFlowPDEComponent.en.md"
  - 
    title: "FourierDCTMatrix"
    link: "https://reference.wolfram.com/language/ref/FourierDCTMatrix.en.md"
  - 
    title: "FourierDSTMatrix"
    link: "https://reference.wolfram.com/language/ref/FourierDSTMatrix.en.md"
  - 
    title: "FromFiniteField"
    link: "https://reference.wolfram.com/language/ref/FromFiniteField.en.md"
  - 
    title: "FromFiniteFieldIndex"
    link: "https://reference.wolfram.com/language/ref/FromFiniteFieldIndex.en.md"
  - 
    title: "FromLunationNumber"
    link: "https://reference.wolfram.com/language/ref/FromLunationNumber.en.md"
  - 
    title: "FromRomanNumeral"
    link: "https://reference.wolfram.com/language/ref/FromRomanNumeral.en.md"
  - 
    title: "FullMoon"
    link: "https://reference.wolfram.com/language/ref/FullMoon.en.md"
  - 
    title: "GraphComplement"
    link: "https://reference.wolfram.com/language/ref/GraphComplement.en.md"
  - 
    title: "GraphData"
    link: "https://reference.wolfram.com/language/ref/GraphData.en.md"
  - 
    title: "GraphDiameter"
    link: "https://reference.wolfram.com/language/ref/GraphDiameter.en.md"
  - 
    title: "GraphDifference"
    link: "https://reference.wolfram.com/language/ref/GraphDifference.en.md"
  - 
    title: "GraphicsComplex"
    link: "https://reference.wolfram.com/language/ref/GraphicsComplex.en.md"
  - 
    title: "GraphIntersection"
    link: "https://reference.wolfram.com/language/ref/GraphIntersection.en.md"
  - 
    title: "GraphReciprocity"
    link: "https://reference.wolfram.com/language/ref/GraphReciprocity.en.md"
  - 
    title: "GraphUnion"
    link: "https://reference.wolfram.com/language/ref/GraphUnion.en.md"
  - 
    title: "HadamardMatrix"
    link: "https://reference.wolfram.com/language/ref/HadamardMatrix.en.md"
  - 
    title: "HeatTransferPDEComponent"
    link: "https://reference.wolfram.com/language/ref/HeatTransferPDEComponent.en.md"
  - 
    title: "HermitianMatrix"
    link: "https://reference.wolfram.com/language/ref/HermitianMatrix.en.md"
  - 
    title: "HessenbergDecomposition"
    link: "https://reference.wolfram.com/language/ref/HessenbergDecomposition.en.md"
  - 
    title: "Hexahedron"
    link: "https://reference.wolfram.com/language/ref/Hexahedron.en.md"
  - 
    title: "HolderModel"
    link: "https://reference.wolfram.com/language/ref/HolderModel.en.md"
  - 
    title: "ImageCases"
    link: "https://reference.wolfram.com/language/ref/ImageCases.en.md"
  - 
    title: "ImageContents"
    link: "https://reference.wolfram.com/language/ref/ImageContents.en.md"
  - 
    title: "ImageSegmentationComponents"
    link: "https://reference.wolfram.com/language/ref/ImageSegmentationComponents.en.md"
  - 
    title: "ImageSegmentationFilter"
    link: "https://reference.wolfram.com/language/ref/ImageSegmentationFilter.en.md"
  - 
    title: "IncidenceList"
    link: "https://reference.wolfram.com/language/ref/IncidenceList.en.md"
  - 
    title: "IndependentEdgeSetQ"
    link: "https://reference.wolfram.com/language/ref/IndependentEdgeSetQ.en.md"
  - 
    title: "IndependentVertexSetQ"
    link: "https://reference.wolfram.com/language/ref/IndependentVertexSetQ.en.md"
  - 
    title: "IndexGraph"
    link: "https://reference.wolfram.com/language/ref/IndexGraph.en.md"
  - 
    title: "Inpaint"
    link: "https://reference.wolfram.com/language/ref/Inpaint.en.md"
  - 
    title: "InputOutputResponse"
    link: "https://reference.wolfram.com/language/ref/InputOutputResponse.en.md"
  - 
    title: "InputOutputResponseData"
    link: "https://reference.wolfram.com/language/ref/InputOutputResponseData.en.md"
  - 
    title: "IntermediateTest"
    link: "https://reference.wolfram.com/language/ref/IntermediateTest.en.md"
  - 
    title: "Inverse"
    link: "https://reference.wolfram.com/language/ref/Inverse.en.md"
  - 
    title: "KirchhoffGraph"
    link: "https://reference.wolfram.com/language/ref/KirchhoffGraph.en.md"
  - 
    title: "LayeredGraph"
    link: "https://reference.wolfram.com/language/ref/LayeredGraph.en.md"
  - 
    title: "LayeredGraph3D"
    link: "https://reference.wolfram.com/language/ref/LayeredGraph3D.en.md"
  - 
    title: "LinearModelFit"
    link: "https://reference.wolfram.com/language/ref/LinearModelFit.en.md"
  - 
    title: "LinearSolve"
    link: "https://reference.wolfram.com/language/ref/LinearSolve.en.md"
  - 
    title: "LUDecomposition"
    link: "https://reference.wolfram.com/language/ref/LUDecomposition.en.md"
  - 
    title: "LunationNumber"
    link: "https://reference.wolfram.com/language/ref/LunationNumber.en.md"
  - 
    title: "MapThread"
    link: "https://reference.wolfram.com/language/ref/MapThread.en.md"
  - 
    title: "MatrixExp"
    link: "https://reference.wolfram.com/language/ref/MatrixExp.en.md"
  - 
    title: "MatrixPower"
    link: "https://reference.wolfram.com/language/ref/MatrixPower.en.md"
  - 
    title: "MatrixRank"
    link: "https://reference.wolfram.com/language/ref/MatrixRank.en.md"
  - 
    title: "MaxRoots"
    link: "https://reference.wolfram.com/language/ref/MaxRoots.en.md"
  - 
    title: "MoonPhaseDate"
    link: "https://reference.wolfram.com/language/ref/MoonPhaseDate.en.md"
  - 
    title: "NContourIntegrate"
    link: "https://reference.wolfram.com/language/ref/NContourIntegrate.en.md"
  - 
    title: "NetExternalObject"
    link: "https://reference.wolfram.com/language/ref/NetExternalObject.en.md"
  - 
    title: "NewMoon"
    link: "https://reference.wolfram.com/language/ref/NewMoon.en.md"
  - 
    title: "NLineIntegrate"
    link: "https://reference.wolfram.com/language/ref/NLineIntegrate.en.md"
  - 
    title: "NonlinearModelFit"
    link: "https://reference.wolfram.com/language/ref/NonlinearModelFit.en.md"
  - 
    title: "NormalizationLayer"
    link: "https://reference.wolfram.com/language/ref/NormalizationLayer.en.md"
  - 
    title: "NSolve"
    link: "https://reference.wolfram.com/language/ref/NSolve.en.md"
  - 
    title: "NSurfaceIntegrate"
    link: "https://reference.wolfram.com/language/ref/NSurfaceIntegrate.en.md"
  - 
    title: "NullSpace"
    link: "https://reference.wolfram.com/language/ref/NullSpace.en.md"
  - 
    title: "OrthogonalMatrix"
    link: "https://reference.wolfram.com/language/ref/OrthogonalMatrix.en.md"
  - 
    title: "OverlayVideo"
    link: "https://reference.wolfram.com/language/ref/OverlayVideo.en.md"
  - 
    title: "PairwiseDensityHistogram"
    link: "https://reference.wolfram.com/language/ref/PairwiseDensityHistogram.en.md"
  - 
    title: "PairwiseListPlot"
    link: "https://reference.wolfram.com/language/ref/PairwiseListPlot.en.md"
  - 
    title: "PairwiseProbabilityPlot"
    link: "https://reference.wolfram.com/language/ref/PairwiseProbabilityPlot.en.md"
  - 
    title: "PairwiseQuantilePlot"
    link: "https://reference.wolfram.com/language/ref/PairwiseQuantilePlot.en.md"
  - 
    title: "PairwiseSmoothDensityHistogram"
    link: "https://reference.wolfram.com/language/ref/PairwiseSmoothDensityHistogram.en.md"
  - 
    title: "Parallelepiped"
    link: "https://reference.wolfram.com/language/ref/Parallelepiped.en.md"
  - 
    title: "Parallelogram"
    link: "https://reference.wolfram.com/language/ref/Parallelogram.en.md"
  - 
    title: "PauliMatrix"
    link: "https://reference.wolfram.com/language/ref/PauliMatrix.en.md"
  - 
    title: "Polygon"
    link: "https://reference.wolfram.com/language/ref/Polygon.en.md"
  - 
    title: "Polyhedron"
    link: "https://reference.wolfram.com/language/ref/Polyhedron.en.md"
  - 
    title: "PolyhedronData"
    link: "https://reference.wolfram.com/language/ref/PolyhedronData.en.md"
  - 
    title: "Predict"
    link: "https://reference.wolfram.com/language/ref/Predict.en.md"
  - 
    title: "Prism"
    link: "https://reference.wolfram.com/language/ref/Prism.en.md"
  - 
    title: "Pyramid"
    link: "https://reference.wolfram.com/language/ref/Pyramid.en.md"
  - 
    title: "QRDecomposition"
    link: "https://reference.wolfram.com/language/ref/QRDecomposition.en.md"
  - 
    title: "QuantityMagnitude"
    link: "https://reference.wolfram.com/language/ref/QuantityMagnitude.en.md"
  - 
    title: "Rectangle"
    link: "https://reference.wolfram.com/language/ref/Rectangle.en.md"
  - 
    title: "RecurrenceTable"
    link: "https://reference.wolfram.com/language/ref/RecurrenceTable.en.md"
  - 
    title: "Reduce"
    link: "https://reference.wolfram.com/language/ref/Reduce.en.md"
  - 
    title: "ReflectionMatrix"
    link: "https://reference.wolfram.com/language/ref/ReflectionMatrix.en.md"
  - 
    title: "RegionCongruent"
    link: "https://reference.wolfram.com/language/ref/RegionCongruent.en.md"
  - 
    title: "RegionDisjoint"
    link: "https://reference.wolfram.com/language/ref/RegionDisjoint.en.md"
  - 
    title: "RegionEqual"
    link: "https://reference.wolfram.com/language/ref/RegionEqual.en.md"
  - 
    title: "RegionSimilar"
    link: "https://reference.wolfram.com/language/ref/RegionSimilar.en.md"
  - 
    title: "RegionWithin"
    link: "https://reference.wolfram.com/language/ref/RegionWithin.en.md"
  - 
    title: "RemoveBackground"
    link: "https://reference.wolfram.com/language/ref/RemoveBackground.en.md"
  - 
    title: "Resolve"
    link: "https://reference.wolfram.com/language/ref/Resolve.en.md"
  - 
    title: "ResourceObject"
    link: "https://reference.wolfram.com/language/ref/ResourceObject.en.md"
  - 
    title: "RollPitchYawMatrix"
    link: "https://reference.wolfram.com/language/ref/RollPitchYawMatrix.en.md"
  - 
    title: "RomanNumeral"
    link: "https://reference.wolfram.com/language/ref/RomanNumeral.en.md"
  - 
    title: "RotationMatrix"
    link: "https://reference.wolfram.com/language/ref/RotationMatrix.en.md"
  - 
    title: "RowReduce"
    link: "https://reference.wolfram.com/language/ref/RowReduce.en.md"
  - 
    title: "RSolveValue"
    link: "https://reference.wolfram.com/language/ref/RSolveValue.en.md"
  - 
    title: "SamplerModel"
    link: "https://reference.wolfram.com/language/ref/SamplerModel.en.md"
  - 
    title: "SchrodingerPDEComponent"
    link: "https://reference.wolfram.com/language/ref/SchrodingerPDEComponent.en.md"
  - 
    title: "SchurDecomposition"
    link: "https://reference.wolfram.com/language/ref/SchurDecomposition.en.md"
  - 
    title: "Simplex"
    link: "https://reference.wolfram.com/language/ref/Simplex.en.md"
  - 
    title: "SingularValueDecomposition"
    link: "https://reference.wolfram.com/language/ref/SingularValueDecomposition.en.md"
  - 
    title: "SolarEclipse"
    link: "https://reference.wolfram.com/language/ref/SolarEclipse.en.md"
  - 
    title: "SolidMechanicsPDEComponent"
    link: "https://reference.wolfram.com/language/ref/SolidMechanicsPDEComponent.en.md"
  - 
    title: "Solve"
    link: "https://reference.wolfram.com/language/ref/Solve.en.md"
  - 
    title: "SolveValues"
    link: "https://reference.wolfram.com/language/ref/SolveValues.en.md"
  - 
    title: "SpeechSynthesize"
    link: "https://reference.wolfram.com/language/ref/SpeechSynthesize.en.md"
  - 
    title: "Sphere"
    link: "https://reference.wolfram.com/language/ref/Sphere.en.md"
  - 
    title: "StateSpaceModel"
    link: "https://reference.wolfram.com/language/ref/StateSpaceModel.en.md"
  - 
    title: "StringTake"
    link: "https://reference.wolfram.com/language/ref/StringTake.en.md"
  - 
    title: "Subgraph"
    link: "https://reference.wolfram.com/language/ref/Subgraph.en.md"
  - 
    title: "SymmetricMatrix"
    link: "https://reference.wolfram.com/language/ref/SymmetricMatrix.en.md"
  - 
    title: "SystemModel"
    link: "https://reference.wolfram.com/language/ref/SystemModel.en.md"
  - 
    title: "SystemModelUncertaintyPlot"
    link: "https://reference.wolfram.com/language/ref/SystemModelUncertaintyPlot.en.md"
  - 
    title: "TargetDevice"
    link: "https://reference.wolfram.com/language/ref/TargetDevice.en.md"
  - 
    title: "TargetStructure"
    link: "https://reference.wolfram.com/language/ref/TargetStructure.en.md"
  - 
    title: "TestCreate"
    link: "https://reference.wolfram.com/language/ref/TestCreate.en.md"
  - 
    title: "Tetrahedron"
    link: "https://reference.wolfram.com/language/ref/Tetrahedron.en.md"
  - 
    title: "TextRecognize"
    link: "https://reference.wolfram.com/language/ref/TextRecognize.en.md"
  - 
    title: "TextSummarize"
    link: "https://reference.wolfram.com/language/ref/TextSummarize.en.md"
  - 
    title: "Texture"
    link: "https://reference.wolfram.com/language/ref/Texture.en.md"
  - 
    title: "TextureMapping"
    link: "https://reference.wolfram.com/language/ref/TextureMapping.en.md"
  - 
    title: "ToFiniteField"
    link: "https://reference.wolfram.com/language/ref/ToFiniteField.en.md"
  - 
    title: "Torus"
    link: "https://reference.wolfram.com/language/ref/Torus.en.md"
  - 
    title: "Tour3DVideo"
    link: "https://reference.wolfram.com/language/ref/Tour3DVideo.en.md"
  - 
    title: "TraceOriginal"
    link: "https://reference.wolfram.com/language/ref/TraceOriginal.en.md"
  - 
    title: "TransferFunctionModel"
    link: "https://reference.wolfram.com/language/ref/TransferFunctionModel.en.md"
  - 
    title: "TreeDelete"
    link: "https://reference.wolfram.com/language/ref/TreeDelete.en.md"
  - 
    title: "TreeInsert"
    link: "https://reference.wolfram.com/language/ref/TreeInsert.en.md"
  - 
    title: "TreeMap"
    link: "https://reference.wolfram.com/language/ref/TreeMap.en.md"
  - 
    title: "TreeMapAt"
    link: "https://reference.wolfram.com/language/ref/TreeMapAt.en.md"
  - 
    title: "TreeReplacePart"
    link: "https://reference.wolfram.com/language/ref/TreeReplacePart.en.md"
  - 
    title: "Triangle"
    link: "https://reference.wolfram.com/language/ref/Triangle.en.md"
  - 
    title: "TruncateSum"
    link: "https://reference.wolfram.com/language/ref/TruncateSum.en.md"
  - 
    title: "Tube"
    link: "https://reference.wolfram.com/language/ref/Tube.en.md"
  - 
    title: "UnilateralConvolve"
    link: "https://reference.wolfram.com/language/ref/UnilateralConvolve.en.md"
  - 
    title: "UnitaryMatrix"
    link: "https://reference.wolfram.com/language/ref/UnitaryMatrix.en.md"
  - 
    title: "UnitConvert"
    link: "https://reference.wolfram.com/language/ref/UnitConvert.en.md"
  - 
    title: "VertexAdd"
    link: "https://reference.wolfram.com/language/ref/VertexAdd.en.md"
  - 
    title: "VertexComponent"
    link: "https://reference.wolfram.com/language/ref/VertexComponent.en.md"
  - 
    title: "VertexConnectivity"
    link: "https://reference.wolfram.com/language/ref/VertexConnectivity.en.md"
  - 
    title: "VertexContract"
    link: "https://reference.wolfram.com/language/ref/VertexContract.en.md"
  - 
    title: "VertexCount"
    link: "https://reference.wolfram.com/language/ref/VertexCount.en.md"
  - 
    title: "VertexDelete"
    link: "https://reference.wolfram.com/language/ref/VertexDelete.en.md"
  - 
    title: "VertexInComponent"
    link: "https://reference.wolfram.com/language/ref/VertexInComponent.en.md"
  - 
    title: "VertexInComponentGraph"
    link: "https://reference.wolfram.com/language/ref/VertexInComponentGraph.en.md"
  - 
    title: "VertexInDegree"
    link: "https://reference.wolfram.com/language/ref/VertexInDegree.en.md"
  - 
    title: "VertexIndex"
    link: "https://reference.wolfram.com/language/ref/VertexIndex.en.md"
  - 
    title: "VertexList"
    link: "https://reference.wolfram.com/language/ref/VertexList.en.md"
  - 
    title: "VertexOutComponent"
    link: "https://reference.wolfram.com/language/ref/VertexOutComponent.en.md"
  - 
    title: "VertexOutComponentGraph"
    link: "https://reference.wolfram.com/language/ref/VertexOutComponentGraph.en.md"
  - 
    title: "VertexReplace"
    link: "https://reference.wolfram.com/language/ref/VertexReplace.en.md"
  - 
    title: "VideoCombine"
    link: "https://reference.wolfram.com/language/ref/VideoCombine.en.md"
  - 
    title: "VideoExtractTracks"
    link: "https://reference.wolfram.com/language/ref/VideoExtractTracks.en.md"
  - 
    title: "VideoJoin"
    link: "https://reference.wolfram.com/language/ref/VideoJoin.en.md"
  - 
    title: "VoiceStyleData"
    link: "https://reference.wolfram.com/language/ref/VoiceStyleData.en.md"
  - 
    title: "WeaklyConnectedComponents"
    link: "https://reference.wolfram.com/language/ref/WeaklyConnectedComponents.en.md"
  - 
    title: "WeaklyConnectedGraphComponents"
    link: "https://reference.wolfram.com/language/ref/WeaklyConnectedGraphComponents.en.md"
  - 
    title: "WeaklyConnectedGraphQ"
    link: "https://reference.wolfram.com/language/ref/WeaklyConnectedGraphQ.en.md"
---
# Summary of New and Improved Features in 14.0

A list of key new and improved features since 13.3, including features experimental in 14.0.

---

## Core Language

[`Comap`](https://reference.wolfram.com/language/ref/Comap.en.md), [`ComapApply`](https://reference.wolfram.com/language/ref/ComapApply.en.md) — apply lists of functions to an expression

[`ArgumentsOptions`](https://reference.wolfram.com/language/ref/ArgumentsOptions.en.md) (updated), [`CheckArguments`](https://reference.wolfram.com/language/ref/CheckArguments.en.md) (updated) — support for operator forms

[`CountDistinct`](https://reference.wolfram.com/language/ref/CountDistinct.en.md) (updated) — now allows a comparison function to be given

[`TraceOriginal`](https://reference.wolfram.com/language/ref/TraceOriginal.en.md) (updated) — finer-grained control over evaluation chains to include

### Numbers

[`DigitSum`](https://reference.wolfram.com/language/ref/DigitSum.en.md) — sum of decimal digits in an integer

[`RomanNumeral`](https://reference.wolfram.com/language/ref/RomanNumeral.en.md) (updated), [`FromRomanNumeral`](https://reference.wolfram.com/language/ref/FromRomanNumeral.en.md) (updated) — faster conversions with Roman numerals

### [Units & Quantities](https://reference.wolfram.com/language/guide/Units.en.md)

Improved performance of the Wolfram Language quantity framework.

[`UnitConvert`](https://reference.wolfram.com/language/ref/UnitConvert.en.md) (updated) — faster unit conversions

* [`QuantityMagnitude`](https://reference.wolfram.com/language/ref/QuantityMagnitude.en.md) (updated)
* [`CurrencyConvert`](https://reference.wolfram.com/language/ref/CurrencyConvert.en.md) (updated)
* [`CommonUnits`](https://reference.wolfram.com/language/ref/CommonUnits.en.md) (updated)

### Unit Testing

[`IntermediateTest`](https://reference.wolfram.com/language/ref/IntermediateTest.en.md) — create intermediate tests inside [`TestCreate`](https://reference.wolfram.com/language/ref/TestCreate.en.md)

## Mathematical Computation

### Vector Calculus

[`NLineIntegrate`](https://reference.wolfram.com/language/ref/NLineIntegrate.en.md) — numerical vector line integrals

[`NSurfaceIntegrate`](https://reference.wolfram.com/language/ref/NSurfaceIntegrate.en.md) — numerical vector surface integrals

### Complex Analysis

[`NContourIntegrate`](https://reference.wolfram.com/language/ref/NContourIntegrate.en.md) — numerical complex contour integration

### Integral Transforms

[`UnilateralConvolve`](https://reference.wolfram.com/language/ref/UnilateralConvolve.en.md) — unilateral (AKA causal, one-sided) convolution

### Difference and Differential Equations

[`TruncateSum`](https://reference.wolfram.com/language/ref/TruncateSum.en.md) — make it easy to work with infinite sum representations produced by [`DSolve`](https://reference.wolfram.com/language/ref/DSolve.en.md) and other functions

Support [`StateSpaceModel`](https://reference.wolfram.com/language/ref/StateSpaceModel.en.md) and [`TransferFunctionModel`](https://reference.wolfram.com/language/ref/TransferFunctionModel.en.md) in place of equations.

* [`DSolveValue`](https://reference.wolfram.com/language/ref/DSolveValue.en.md) (updated)
* [`RSolveValue`](https://reference.wolfram.com/language/ref/RSolveValue.en.md) (updated)
* [`RecurrenceTable`](https://reference.wolfram.com/language/ref/RecurrenceTable.en.md) (updated)

### [Special Functions](https://reference.wolfram.com/language/guide/SpecialFunctions.en.md)

[`BilateralHypergeometricPFQ`](https://reference.wolfram.com/language/ref/BilateralHypergeometricPFQ.en.md) — bilateral, i.e. doubly infinite, hypergeometric function

### Equation Solving

[`NSolve`](https://reference.wolfram.com/language/ref/NSolve.en.md) (updated) — better support for large-scale equation solving, including a monodromy-based method for polynomial and holomorphic systems of equations

[`MaxRoots`](https://reference.wolfram.com/language/ref/MaxRoots.en.md) — limit the number of roots computed

### [Finite Fields](https://reference.wolfram.com/language/guide/FiniteFields.en.md)

Convenience functions for working with finite fields.

[`ToFiniteField`](https://reference.wolfram.com/language/ref/ToFiniteField.en.md), [`FromFiniteField`](https://reference.wolfram.com/language/ref/FromFiniteField.en.md) — convert expressions to and from finite field versions

[`FiniteFieldIndex`](https://reference.wolfram.com/language/ref/FiniteFieldIndex.en.md), [`FromFiniteFieldIndex`](https://reference.wolfram.com/language/ref/FromFiniteFieldIndex.en.md) — convert to and from the index representation

Matrix operations for finite field matrices.

* [`Dot`](https://reference.wolfram.com/language/ref/Dot.en.md) (updated)
* [`LinearSolve`](https://reference.wolfram.com/language/ref/LinearSolve.en.md) (updated)
* [`Inverse`](https://reference.wolfram.com/language/ref/Inverse.en.md) (updated)
* [`RowReduce`](https://reference.wolfram.com/language/ref/RowReduce.en.md) (updated)
* [`NullSpace`](https://reference.wolfram.com/language/ref/NullSpace.en.md) (updated)
* [`MatrixRank`](https://reference.wolfram.com/language/ref/MatrixRank.en.md) (updated)
* [`Det`](https://reference.wolfram.com/language/ref/Det.en.md) (updated)
* [`CharacteristicPolynomial`](https://reference.wolfram.com/language/ref/CharacteristicPolynomial.en.md) (updated)
* [`LUDecomposition`](https://reference.wolfram.com/language/ref/LUDecomposition.en.md) (updated)

Solving equations over finite fields.

* [`Solve`](https://reference.wolfram.com/language/ref/Solve.en.md) (updated)
* [`SolveValues`](https://reference.wolfram.com/language/ref/SolveValues.en.md) (updated)
* [`Reduce`](https://reference.wolfram.com/language/ref/Reduce.en.md) (updated)
* [`FindInstance`](https://reference.wolfram.com/language/ref/FindInstance.en.md) (updated)
* [`Resolve`](https://reference.wolfram.com/language/ref/Resolve.en.md) (updated)

### [Structured Matrices](https://reference.wolfram.com/language/guide/StructuredArrays.en.md)

New structured matrix types.

* [`SymmetricMatrix`](https://reference.wolfram.com/language/ref/SymmetricMatrix.en.md)
* [`HermitianMatrix`](https://reference.wolfram.com/language/ref/HermitianMatrix.en.md)
* [`OrthogonalMatrix`](https://reference.wolfram.com/language/ref/OrthogonalMatrix.en.md)
* [`UnitaryMatrix`](https://reference.wolfram.com/language/ref/UnitaryMatrix.en.md)

Support for [`TargetStructure`](https://reference.wolfram.com/language/ref/TargetStructure.en.md) in matrix constructors.

* [`FourierDCTMatrix`](https://reference.wolfram.com/language/ref/FourierDCTMatrix.en.md) (updated)
* [`FourierDSTMatrix`](https://reference.wolfram.com/language/ref/FourierDSTMatrix.en.md) (updated)
* [`ReflectionMatrix`](https://reference.wolfram.com/language/ref/ReflectionMatrix.en.md) (updated)
* [`RotationMatrix`](https://reference.wolfram.com/language/ref/RotationMatrix.en.md) (updated)
* [`EulerMatrix`](https://reference.wolfram.com/language/ref/EulerMatrix.en.md) (updated)
* [`HadamardMatrix`](https://reference.wolfram.com/language/ref/HadamardMatrix.en.md) (updated)
* [`RollPitchYawMatrix`](https://reference.wolfram.com/language/ref/RollPitchYawMatrix.en.md) (updated)
* [`PauliMatrix`](https://reference.wolfram.com/language/ref/PauliMatrix.en.md) (updated)

Matrix decompositions with [`TargetStructure`](https://reference.wolfram.com/language/ref/TargetStructure.en.md) support. Matrix decompositions are explicitly made to produce structured matrices such as triangular, orthogonal and diagonal.

* [`QRDecomposition`](https://reference.wolfram.com/language/ref/QRDecomposition.en.md) (updated)
* [`SingularValueDecomposition`](https://reference.wolfram.com/language/ref/SingularValueDecomposition.en.md) (updated)
* [`HessenbergDecomposition`](https://reference.wolfram.com/language/ref/HessenbergDecomposition.en.md) (updated)
* [`SchurDecomposition`](https://reference.wolfram.com/language/ref/SchurDecomposition.en.md) (updated)

### Interval Matrices

Matrix functions of interval matrices.

* [`Dot`](https://reference.wolfram.com/language/ref/Dot.en.md) (updated)
* [`Inverse`](https://reference.wolfram.com/language/ref/Inverse.en.md) (updated)
* [`MatrixPower`](https://reference.wolfram.com/language/ref/MatrixPower.en.md) (updated)
* [`MatrixExp`](https://reference.wolfram.com/language/ref/MatrixExp.en.md) (updated)

Linear equation solving for interval matrices.

* [`LinearSolve`](https://reference.wolfram.com/language/ref/LinearSolve.en.md) (updated)
* [`LUDecomposition`](https://reference.wolfram.com/language/ref/LUDecomposition.en.md) (updated)
* [`CholeskyDecomposition`](https://reference.wolfram.com/language/ref/CholeskyDecomposition.en.md) (updated)

Eigen problems for interval matrices.

* [`Eigenvalues`](https://reference.wolfram.com/language/ref/Eigenvalues.en.md) (updated)
* [`Eigenvectors`](https://reference.wolfram.com/language/ref/Eigenvectors.en.md) (updated)
* [`Eigensystem`](https://reference.wolfram.com/language/ref/Eigensystem.en.md) (updated)
* [`Det`](https://reference.wolfram.com/language/ref/Det.en.md) (updated)
* [`CharacteristicPolynomial`](https://reference.wolfram.com/language/ref/CharacteristicPolynomial.en.md) (updated)

## [Machine Learning & Neural Networks](https://reference.wolfram.com/language/guide/MachineLearning.en.md)

### [Natural Language Processing](https://reference.wolfram.com/language/guide/NaturalLanguageProcessing.en.md)

[`TextSummarize`](https://reference.wolfram.com/language/ref/TextSummarize.en.md) — automatically produce different types of summarization

### [Neural Networks](https://reference.wolfram.com/language/guide/NeuralNetworks.en.md)

[`NetExternalObject`](https://reference.wolfram.com/language/ref/NetExternalObject.en.md) (updated) — added CUDA support via [`TargetDevice`](https://reference.wolfram.com/language/ref/TargetDevice.en.md) option for ONNX

[`NormalizationLayer`](https://reference.wolfram.com/language/ref/NormalizationLayer.en.md) (updated) — added "GroupNumber" parameter

[`"ONNX"`](https://reference.wolfram.com/language/ref/format/ONNX.en.md) (updated) — improved import code, more models supported, faster import in some cases

### Integrated Statistics & Machine Learning

[`Classify`](https://reference.wolfram.com/language/ref/Classify.en.md) (updated), [`Predict`](https://reference.wolfram.com/language/ref/Predict.en.md) (updated) — documentation update with more examples, notes and illustrations

[`LinearModelFit`](https://reference.wolfram.com/language/ref/LinearModelFit.en.md) (updated), [`NonlinearModelFit`](https://reference.wolfram.com/language/ref/NonlinearModelFit.en.md) (updated) — support for uncertainty in the response data

[`BayesianMinimization`](https://reference.wolfram.com/language/ref/BayesianMinimization.en.md) (updated), [`BayesianMaximization`](https://reference.wolfram.com/language/ref/BayesianMaximization.en.md) (updated) — progress reporting, more efficient continuation when history is provided

### Wolfram Neural Net Repository »

New networks for image generation, speech-to-text conversion, object detection, etc.

- ["Wav2Vec2 Trained on Multiple Datasets"](https://resources.wolframcloud.com/NeuralNetRepository/resources/d2a66024-522f-464b-bdaf-f0054d95e3fc)
- ["Stable Diffusion V1"](https://resources.wolframcloud.com/NeuralNetRepository/resources/e3849c24-360b-43a5-a8c8-e32ea5f89140)
- ["X3D Video Action Classification Trained on Kinetics-400 Data"](https://resources.wolframcloud.com/NeuralNetRepository/resources/91f790e1-87ab-469f-939c-1b18788c02c0)
- ["YOLO V8 Classify Trained on ImageNet Competition Data"](https://resources.wolframcloud.com/NeuralNetRepository/resources/edddfcbc-1fc4-4733-afab-168d2680d191)
- ["YOLO V8 Detect Trained on MS-COCO Data"](https://resources.wolframcloud.com/NeuralNetRepository/resources/6c5797fd-4248-4cbc-921f-045f79f182f6)
- ["OpenCLIP Multi-domain Feature Extractor Trained on DataComp-1B Data"](https://resources.wolframcloud.com/NeuralNetRepository/resources/e6dc5093-de00-4dfa-a175-25a9706e320f)
- ["CoCa Image Captioning Nets Trained on LAION-2B Data"](https://resources.wolframcloud.com/NeuralNetRepository/resources/d0558f8f-7edc-42db-bff9-62e67ff3a1fe)

## [High-Dimensional Visualization](https://reference.wolfram.com/language/guide/HighDimensionalVisualization.en.md)

Plot all pairwise 2D projections of data.

[`PairwiseListPlot`](https://reference.wolfram.com/language/ref/PairwiseListPlot.en.md) — array of pairwise list plots

[`PairwiseDensityHistogram`](https://reference.wolfram.com/language/ref/PairwiseDensityHistogram.en.md) — array of pairwise density histograms

[`PairwiseSmoothDensityHistogram`](https://reference.wolfram.com/language/ref/PairwiseSmoothDensityHistogram.en.md) — array of pairwise smooth density histograms

Compare all 1D projections of data.

[`PairwiseQuantilePlot`](https://reference.wolfram.com/language/ref/PairwiseQuantilePlot.en.md) — array of pairwise Q-Q plots

[`PairwiseProbabilityPlot`](https://reference.wolfram.com/language/ref/PairwiseProbabilityPlot.en.md) — array of pairwise P-P plots

## Astronomy

[`SolarEclipse`](https://reference.wolfram.com/language/ref/SolarEclipse.en.md) — support for more than 70K eclipses and 50 new properties

[`NewMoon`](https://reference.wolfram.com/language/ref/NewMoon.en.md), [`FullMoon`](https://reference.wolfram.com/language/ref/FullMoon.en.md) — dates of new moon and full moon

[`MoonPhaseDate`](https://reference.wolfram.com/language/ref/MoonPhaseDate.en.md) — date of any phase of the Moon

[`LunationNumber`](https://reference.wolfram.com/language/ref/LunationNumber.en.md), [`FromLunationNumber`](https://reference.wolfram.com/language/ref/FromLunationNumber.en.md) — continuous count of new moons

[`AstroSubpoint`](https://reference.wolfram.com/language/ref/AstroSubpoint.en.md) — find the location on Earth having a celestial object directly above

## Geometry, Graphs & Graphics

### Geometry »

High-fidelity geometric regions, compatible with CAD systems.

[`BezierCurve`](https://reference.wolfram.com/language/ref/BezierCurve.en.md) (updated), [`BSplineCurve`](https://reference.wolfram.com/language/ref/BSplineCurve.en.md) (updated) — now geometric regions

[`BSplineSurface`](https://reference.wolfram.com/language/ref/BSplineSurface.en.md) (updated) — now geometric regions

[`"STEP"`](https://reference.wolfram.com/language/ref/format/STEP.en.md), [`"IGES"`](https://reference.wolfram.com/language/ref/format/IGES.en.md) — standard industry CAD formats

[`PolyhedronData`](https://reference.wolfram.com/language/ref/PolyhedronData.en.md) (updated) — 150+ new polyhedra, classes and properties

Better support of polygons for geometric relations.

[`RegionEqual`](https://reference.wolfram.com/language/ref/RegionEqual.en.md) (updated) — improve equality testing for 2D polygonal regions

* [`RegionDisjoint`](https://reference.wolfram.com/language/ref/RegionDisjoint.en.md) (updated)
* [`RegionWithin`](https://reference.wolfram.com/language/ref/RegionWithin.en.md) (updated)
* [`RegionCongruent`](https://reference.wolfram.com/language/ref/RegionCongruent.en.md) (updated)
* [`RegionSimilar`](https://reference.wolfram.com/language/ref/RegionSimilar.en.md) (updated)

[`GeometricSolveValues`](https://reference.wolfram.com/language/ref/GeometricSolveValues.en.md) — solve for a geometric quantity

### Graphs

[`LayeredGraph`](https://reference.wolfram.com/language/ref/LayeredGraph.en.md), [`LayeredGraph3D`](https://reference.wolfram.com/language/ref/LayeredGraph3D.en.md) — create a graph represented as a layered plot

[`GraphData`](https://reference.wolfram.com/language/ref/GraphData.en.md) (updated) — 80+ new graphs, classes and properties

Documentation updates with illustrations and more.

* [`AdjacencyList`](https://reference.wolfram.com/language/ref/AdjacencyList.en.md) (updated)
* [`BreadthFirstScan`](https://reference.wolfram.com/language/ref/BreadthFirstScan.en.md) (updated)
* [`ConnectedComponents`](https://reference.wolfram.com/language/ref/ConnectedComponents.en.md) (updated)
* [`ConnectedGraphComponents`](https://reference.wolfram.com/language/ref/ConnectedGraphComponents.en.md) (updated)
* [`EdgeAdd`](https://reference.wolfram.com/language/ref/EdgeAdd.en.md) (updated)
* [`EdgeConnectivity`](https://reference.wolfram.com/language/ref/EdgeConnectivity.en.md) (updated)
* [`EdgeCount`](https://reference.wolfram.com/language/ref/EdgeCount.en.md) (updated)
* [`EdgeDelete`](https://reference.wolfram.com/language/ref/EdgeDelete.en.md) (updated)
* [`EdgeIndex`](https://reference.wolfram.com/language/ref/EdgeIndex.en.md) (updated)
* [`EdgeList`](https://reference.wolfram.com/language/ref/EdgeList.en.md) (updated)
* [`EmptyGraphQ`](https://reference.wolfram.com/language/ref/EmptyGraphQ.en.md) (updated)
* [`FindEdgeIndependentPaths`](https://reference.wolfram.com/language/ref/FindEdgeIndependentPaths.en.md) (updated)
* [`FindIndependentEdgeSet`](https://reference.wolfram.com/language/ref/FindIndependentEdgeSet.en.md) (updated)
* [`FindPath`](https://reference.wolfram.com/language/ref/FindPath.en.md) (updated)
* [`FindShortestPath`](https://reference.wolfram.com/language/ref/FindShortestPath.en.md) (updated)
* [`FindVertexIndependentPaths`](https://reference.wolfram.com/language/ref/FindVertexIndependentPaths.en.md) (updated)
* [`GraphComplement`](https://reference.wolfram.com/language/ref/GraphComplement.en.md) (updated)
* [`GraphDiameter`](https://reference.wolfram.com/language/ref/GraphDiameter.en.md) (updated)
* [`GraphDifference`](https://reference.wolfram.com/language/ref/GraphDifference.en.md) (updated)
* [`GraphIntersection`](https://reference.wolfram.com/language/ref/GraphIntersection.en.md) (updated)
* [`GraphReciprocity`](https://reference.wolfram.com/language/ref/GraphReciprocity.en.md) (updated)
* [`GraphUnion`](https://reference.wolfram.com/language/ref/GraphUnion.en.md) (updated)
* [`IncidenceList`](https://reference.wolfram.com/language/ref/IncidenceList.en.md) (updated)
* [`IndependentEdgeSetQ`](https://reference.wolfram.com/language/ref/IndependentEdgeSetQ.en.md) (updated)
* [`IndependentVertexSetQ`](https://reference.wolfram.com/language/ref/IndependentVertexSetQ.en.md) (updated)
* [`IndexGraph`](https://reference.wolfram.com/language/ref/IndexGraph.en.md) (updated)
* [`KirchhoffGraph`](https://reference.wolfram.com/language/ref/KirchhoffGraph.en.md) (updated)
* [`Subgraph`](https://reference.wolfram.com/language/ref/Subgraph.en.md) (updated)
* [`VertexAdd`](https://reference.wolfram.com/language/ref/VertexAdd.en.md) (updated)
* [`VertexComponent`](https://reference.wolfram.com/language/ref/VertexComponent.en.md) (updated)
* [`VertexConnectivity`](https://reference.wolfram.com/language/ref/VertexConnectivity.en.md) (updated)
* [`VertexContract`](https://reference.wolfram.com/language/ref/VertexContract.en.md) (updated)
* [`VertexCount`](https://reference.wolfram.com/language/ref/VertexCount.en.md) (updated)
* [`VertexDelete`](https://reference.wolfram.com/language/ref/VertexDelete.en.md) (updated)
* [`VertexInComponent`](https://reference.wolfram.com/language/ref/VertexInComponent.en.md) (updated)
* [`VertexInComponentGraph`](https://reference.wolfram.com/language/ref/VertexInComponentGraph.en.md) (updated)
* [`FindVertexCut`](https://reference.wolfram.com/language/ref/FindVertexCut.en.md) (updated)
* [`VertexInDegree`](https://reference.wolfram.com/language/ref/VertexInDegree.en.md) (updated)
* [`VertexIndex`](https://reference.wolfram.com/language/ref/VertexIndex.en.md) (updated)
* [`VertexList`](https://reference.wolfram.com/language/ref/VertexList.en.md) (updated)
* [`VertexOutComponent`](https://reference.wolfram.com/language/ref/VertexOutComponent.en.md) (updated)
* [`VertexOutComponentGraph`](https://reference.wolfram.com/language/ref/VertexOutComponentGraph.en.md) (updated)
* [`VertexReplace`](https://reference.wolfram.com/language/ref/VertexReplace.en.md) (updated)
* [`WeaklyConnectedComponents`](https://reference.wolfram.com/language/ref/WeaklyConnectedComponents.en.md) (updated)
* [`WeaklyConnectedGraphComponents`](https://reference.wolfram.com/language/ref/WeaklyConnectedGraphComponents.en.md) (updated)
* [`WeaklyConnectedGraphQ`](https://reference.wolfram.com/language/ref/WeaklyConnectedGraphQ.en.md) (updated)

### [`Trees`](https://reference.wolfram.com/language/guide/Trees.en.md)

[`TreeInsert`](https://reference.wolfram.com/language/ref/TreeInsert.en.md), [`TreeDelete`](https://reference.wolfram.com/language/ref/TreeDelete.en.md), [`TreeReplacePart`](https://reference.wolfram.com/language/ref/TreeReplacePart.en.md), [`TreeMapAt`](https://reference.wolfram.com/language/ref/TreeMapAt.en.md), [`TreeMap`](https://reference.wolfram.com/language/ref/TreeMap.en.md) (updated) — now support styling options

### Graphics

Support for standard named texture mappings.

[`TextureMapping`](https://reference.wolfram.com/language/ref/TextureMapping.en.md) — specify named texture mappings

* [`Box`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)
* [`Cubic`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)
* [`Cylindrical`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)
* [`Front`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)
* [`Planar`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)
* [`Spherical`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)
* [`Stereographic`](https://reference.wolfram.com/language/ref/TextureMapping.en.md)

[`Texture`](https://reference.wolfram.com/language/ref/Texture.en.md) (updated) — now supports named texture mappings

* [`Annulus`](https://reference.wolfram.com/language/ref/Annulus.en.md) (updated)
* [`Ball`](https://reference.wolfram.com/language/ref/Ball.en.md) (updated)
* [`BSplineSurface`](https://reference.wolfram.com/language/ref/BSplineSurface.en.md) (updated)
* [`Circle`](https://reference.wolfram.com/language/ref/Circle.en.md) (updated)
* [`Circumsphere`](https://reference.wolfram.com/language/ref/Circumsphere.en.md) (updated)
* [`Cone`](https://reference.wolfram.com/language/ref/Cone.en.md) (updated)
* [`ConicHullRegion`](https://reference.wolfram.com/language/ref/ConicHullRegion.en.md) (updated)
* [`Cuboid`](https://reference.wolfram.com/language/ref/Cuboid.en.md) (updated)
* [`Cylinder`](https://reference.wolfram.com/language/ref/Cylinder.en.md) (updated)
* [`Disk`](https://reference.wolfram.com/language/ref/Disk.en.md) (updated)
* [`Ellipsoid`](https://reference.wolfram.com/language/ref/Ellipsoid.en.md) (updated)
* [`FilledTorus`](https://reference.wolfram.com/language/ref/FilledTorus.en.md) (updated)
* [`GraphicsComplex`](https://reference.wolfram.com/language/ref/GraphicsComplex.en.md) (updated)
* [`Hexahedron`](https://reference.wolfram.com/language/ref/Hexahedron.en.md) (updated)
* [`Parallelepiped`](https://reference.wolfram.com/language/ref/Parallelepiped.en.md) (updated)
* [`Parallelogram`](https://reference.wolfram.com/language/ref/Parallelogram.en.md) (updated)
* [`Polygon`](https://reference.wolfram.com/language/ref/Polygon.en.md) (updated)
* [`Polyhedron`](https://reference.wolfram.com/language/ref/Polyhedron.en.md) (updated)
* [`Prism`](https://reference.wolfram.com/language/ref/Prism.en.md) (updated)
* [`Pyramid`](https://reference.wolfram.com/language/ref/Pyramid.en.md) (updated)
* [`Rectangle`](https://reference.wolfram.com/language/ref/Rectangle.en.md) (updated)
* [`Simplex`](https://reference.wolfram.com/language/ref/Simplex.en.md) (updated)
* [`Sphere`](https://reference.wolfram.com/language/ref/Sphere.en.md) (updated)
* [`Tetrahedron`](https://reference.wolfram.com/language/ref/Tetrahedron.en.md) (updated)
* [`Torus`](https://reference.wolfram.com/language/ref/Torus.en.md) (updated)
* [`Triangle`](https://reference.wolfram.com/language/ref/Triangle.en.md) (updated)
* [`Tube`](https://reference.wolfram.com/language/ref/Tube.en.md) (updated)

## Video, Image & Audio Computation

### [Image Processing](https://reference.wolfram.com/language/guide/ImageProcessing.en.md)

A new generation of neural networks and flexible ways of specifying goals gives substantially more powerful segmentation capabilities used in a variety of functions.

[`ImageSegmentationComponents`](https://reference.wolfram.com/language/ref/ImageSegmentationComponents.en.md) — segment an image into components

[`ImageSegmentationFilter`](https://reference.wolfram.com/language/ref/ImageSegmentationFilter.en.md) — filters an image for the foreground components

* [`ImageCases`](https://reference.wolfram.com/language/ref/ImageCases.en.md) (updated)
* [`ImageContents`](https://reference.wolfram.com/language/ref/ImageContents.en.md) (updated)
* [`RemoveBackground`](https://reference.wolfram.com/language/ref/RemoveBackground.en.md) (updated)
* [`Inpaint`](https://reference.wolfram.com/language/ref/Inpaint.en.md) (updated)

Powering of these functions by neural networks to detect where in an image text occurs and actually recognizing the content now allows for a higher success rate.

* [`TextRecognize`](https://reference.wolfram.com/language/ref/TextRecognize.en.md) (updated)
* [`FindImageText`](https://reference.wolfram.com/language/ref/FindImageText.en.md) (updated)

### [Video Processing](https://reference.wolfram.com/language/guide/VideoProcessing.en.md)

[`Tour3DVideo`](https://reference.wolfram.com/language/ref/Tour3DVideo.en.md) — create a tour around 3D graphics

[`VideoExtractTracks`](https://reference.wolfram.com/language/ref/VideoExtractTracks.en.md) — separate all tracks or take out specific video, audio or subtitle tracks

Support for smooth transitions, timed overlays and subtitle addition.

* [`VideoJoin`](https://reference.wolfram.com/language/ref/VideoJoin.en.md) (updated)
* [`OverlayVideo`](https://reference.wolfram.com/language/ref/OverlayVideo.en.md) (updated)
* [`VideoCombine`](https://reference.wolfram.com/language/ref/VideoCombine.en.md) (updated)

### [Audio Processing](https://reference.wolfram.com/language/guide/AudioProcessing.en.md)

Powered by new and popular external services.

[`SpeechSynthesize`](https://reference.wolfram.com/language/ref/SpeechSynthesize.en.md) (updated), [`VoiceStyleData`](https://reference.wolfram.com/language/ref/VoiceStyleData.en.md) (updated) — ElevenLabs speech synthesis

[`AudioTimeStretch`](https://reference.wolfram.com/language/ref/AudioTimeStretch.en.md) (updated), [`AudioPitchShift`](https://reference.wolfram.com/language/ref/AudioPitchShift.en.md) (updated) — improved quality and speed

## PDE Modeling, Systems Modeling & Control Systems

### [PDE Modeling](https://reference.wolfram.com/language/guide/PDEModeling.en.md)

[`SchrodingerPDEComponent`](https://reference.wolfram.com/language/ref/SchrodingerPDEComponent.en.md) — model with the Schrödinger equation

[*Quantum Ring*](https://reference.wolfram.com/language/PDEModels/tutorial/Physics/ModelCollection/QuantumRing.en.md) (updated) — influence of magnetic fields to material properties

[`FluidFlowPDEComponent`](https://reference.wolfram.com/language/ref/FluidFlowPDEComponent.en.md) — model fluid flow, including non-Newtonian fluids

[*Laminar Flow*](https://reference.wolfram.com/language/PDEModels/tutorial/FluidDynamics/LaminarFlow.en.md) — monograph about modeling laminar flow

[`HeatTransferPDEComponent`](https://reference.wolfram.com/language/ref/HeatTransferPDEComponent.en.md) (updated) — now supports thickness and cross-sectional areas

[*HeatTransfer*](https://reference.wolfram.com/language/PDEModels/tutorial/HeatTransfer/HeatTransfer.en.md) (updated) — new monograph sections on [temperature-dependent heat capacity](https://reference.wolfram.com/language/PDEModels/tutorial/HeatTransfer/HeatTransfer.en.md#1463372177), [heat transfer in multi-material media](https://reference.wolfram.com/language/PDEModels/tutorial/HeatTransfer/HeatTransfer.en.md#1794344331) and [phase change](https://reference.wolfram.com/language/PDEModels/tutorial/HeatTransfer/HeatTransfer.en.md#1873725799)

### [`Electromagnetics`](https://reference.wolfram.com/language/guide/ElectromagneticPDEModels.en.md)

[`ElectrostaticPDEComponent`](https://reference.wolfram.com/language/ref/ElectrostaticPDEComponent.en.md) — model electrostatic systems

* [`ElectricPotentialCondition`](https://reference.wolfram.com/language/ref/ElectricPotentialCondition.en.md)
* [`ElectricFluxDensityValue`](https://reference.wolfram.com/language/ref/ElectricFluxDensityValue.en.md)
* [`ElectricSymmetryValue`](https://reference.wolfram.com/language/ref/ElectricSymmetryValue.en.md)

[*Electrostatics*](https://reference.wolfram.com/language/PDEModels/tutorial/Electromagnetics/Electrostatics.en.md) — monograph about modeling electrostatics

### [Solid Mechanics](https://reference.wolfram.com/language/guide/SolidMechanicsPDEModels.en.md)

[`SolidMechanicsPDEComponent`](https://reference.wolfram.com/language/ref/SolidMechanicsPDEComponent.en.md) (updated) — now supports new hyperelastic material models

[*Solid Mechanics*](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/SolidMechanics.en.md) (updated) — new monograph section on [transversely isotropic linear elastic materials](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/SolidMechanics.en.md#564339623) and [non-orthogonal material orientation](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/SolidMechanics.en.md#115289893)

[*Hyperelasticity*](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md) (updated) — new monograph sections explaining [Mooney–Rivlin](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#1808727524), [neo-Hookean](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#1902940539), [Arruda–Boyce](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#758020693) and [Gent](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#363151025) hyperelastic material models; [plane strain and stress variants](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#1982041008); [hyperelastic model calibration](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#558954147); [multiplicative decomposition](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#1185746097); [multiple material models](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#748556440); [transversely isotropic materials](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#182960107); and the [standard reinforcing material model](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/Hyperelasticity.en.md#1871232263)

New application models:

[Hyperelastic Model Comparison](https://reference.wolfram.com/language/PDEModels/tutorial/StructuralMechanics/ModelCollection/HyperelasticModelComparison.en.md)

[Hygroscopic Swelling](https://reference.wolfram.com/language/PDEModels/tutorial/Multiphysics/ModelCollection/HygroscopicSwelling.en.md)

### [System Modeling](https://reference.wolfram.com/language/guide/SystemModelingOverview.en.md)

[`SystemModelUncertaintyPlot`](https://reference.wolfram.com/language/ref/SystemModelUncertaintyPlot.en.md) — plot outcome uncertainties from uncertain parameters, initial values and inputs

New free modeling libraries that can be directly used in [`SystemModel`](https://reference.wolfram.com/language/ref/SystemModel.en.md) etc.:

[Aircraft](https://www.wolfram.com/system-modeler/libraries/aircraft/) — model aircraft such passenger jets, electrical aircraft, etc.

[Hydraulic](https://www.wolfram.com/system-modeler/libraries/hydraulic/) — model hydraulic systems such as cylinders, pumps and accumulators

New free virtual labs that can be directly used in [`SystemModel`](https://reference.wolfram.com/language/ref/SystemModel.en.md) etc.:

[*College* *Mechanical* *Engineering*](https://www.wolfram.com/system-modeler/libraries/college-mechanical-engineering/) — lab models for mechanical engineering dynamics course

### [Control Systems](https://reference.wolfram.com/language/guide/ControlSystems.en.md)

Provide ways to model and simulate mixed digital (i.e. discrete time, such as computers) and analog (i.e. continuous time, such as physical) systems.

[`InputOutputResponse`](https://reference.wolfram.com/language/ref/InputOutputResponse.en.md) — detailed simulation results for possibly mixed systems

[`InputOutputResponseData`](https://reference.wolfram.com/language/ref/InputOutputResponseData.en.md) — detailed response data object to be queried

Bridge elements between continuous-time (differential equations) and discrete-time (difference equations) systems.

[`HolderModel`](https://reference.wolfram.com/language/ref/HolderModel.en.md) — convert from discrete time to continuous time (zero-order hold etc.)

[`SamplerModel`](https://reference.wolfram.com/language/ref/SamplerModel.en.md) — convert from continuous time to discrete time

## [Importing & Exporting](https://reference.wolfram.com/language/guide/ImportingAndExporting.en.md)

### [Document Formats](https://reference.wolfram.com/language/guide/DocumentFormats.en.md)

[`"DOCX"`](https://reference.wolfram.com/language/ref/format/DOCX.en.md) — Microsoft Word format import

[`"MOBI"`](https://reference.wolfram.com/language/ref/format/MOBI.en.md) — Mobipocket ebook format import

### [Numerical Data Formats](https://reference.wolfram.com/language/guide/NumericalDataFormats.en.md)

[`"RData"`](https://reference.wolfram.com/language/ref/format/RData.en.md), [`"RDS"`](https://reference.wolfram.com/language/ref/format/RDS.en.md) — R data format family import

### [Video Formats](https://reference.wolfram.com/language/guide/MultimediaFormats.en.md)

Support for subtitle import and export.

* [`"MP4"`](https://reference.wolfram.com/language/ref/format/MP4.en.md)
* [`"QuickTime"`](https://reference.wolfram.com/language/ref/format/QuickTime.en.md)
* [`"Matroska"`](https://reference.wolfram.com/language/ref/format/Matroska.en.md)

### External Services & Operations

[`ExternalEvaluate`](https://reference.wolfram.com/language/ref/ExternalEvaluate.en.md) (updated) — create and manage virtual environments for Python

## Resource System

[`ResourceObject`](https://reference.wolfram.com/language/ref/ResourceObject.en.md) (updated) — additional resource object types

[`Example`](https://reference.wolfram.com/language/ref/resourceobject/Example.en.md), [`Prompt`](https://reference.wolfram.com/language/ref/resourceobject/Prompt.en.md) — new resource object types

## Code Compilation & Data Structures

### Data Structures

[`"RedBlackTree"`](https://reference.wolfram.com/language/ref/datastructure/RedBlackTree.en.md) — balanced binary search tree for fast storage and retrieval

[`"StringVector"`](https://reference.wolfram.com/language/ref/datastructure/StringVector.en.md) — highly optimized store for a vector of strings

### Enhancements in Compiler Operations

Enhanced compilation of [`DownValues`](https://reference.wolfram.com/language/ref/DownValues.en.md) that avoids compiling values that do not match a type.

### Functions Enhanced in Compiled Code

* [`MapThread`](https://reference.wolfram.com/language/ref/MapThread.en.md)
* [`StringTake`](https://reference.wolfram.com/language/ref/StringTake.en.md)
* [`DownValuesFunction`](https://reference.wolfram.com/language/ref/DownValuesFunction.en.md)

## Related Guides

* [Summary of New Features from 13.2 to 13.3](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn133.en.md)
* [Summary of New Features from 13.1 to 13.2](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn132.en.md)
* [Summary of New Features from 13.0 to 13.1](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn131.en.md)
* [Summary of New Features in 13.0](https://reference.wolfram.com/language/guide/SummaryOfNewFeaturesIn13.en.md)
* [Summary of Recently Added Features](https://reference.wolfram.com/language/guide/RecentlyAddedFeatures.en.md)
* [Full Revision History](https://www.wolfram.com/language/quick-revision-history/)
* [Full Legacy Documentation](https://reference.wolfram.com/history/)