docs: fix references

Author: avik-pal

docs/make.jl

@@ -14,9 +14,11 @@ bib = CitationBibliography(joinpath(@__DIR__, "src", "refs.bib"))
 
 interlinks = InterLinks(
     "ADTypes" => "https://sciml.github.io/ADTypes.jl/stable/",
+    "LineSearch" => "https://sciml.github.io/LineSearch.jl/dev/"
 )
 
-makedocs(; sitename = "NonlinearSolve.jl",
+makedocs(;
+    sitename = "NonlinearSolve.jl",
     authors = "Chris Rackauckas",
     modules = [NonlinearSolve, SimpleNonlinearSolve, SteadyStateDiffEq,
         Sundials, DiffEqBase, SciMLBase, SciMLJacobianOperators],
@@ -30,6 +32,7 @@ makedocs(; sitename = "NonlinearSolve.jl",
     plugins = [bib, interlinks],
     format = Documenter.HTML(assets = ["assets/favicon.ico", "assets/citations.css"],
         canonical = "https://docs.sciml.ai/NonlinearSolve/stable/"),
-    pages)
+    pages
+)
 
 deploydocs(repo = "github.com/SciML/NonlinearSolve.jl.git"; push_preview = true)

docs/src/native/globalization.md

@@ -8,12 +8,9 @@ Pages = ["globalization.md"]
 
 ## [Line Search Algorithms](@id line-search)
 
-```@docs
-LiFukushimaLineSearch
-LineSearchesJL
-RobustNonMonotoneLineSearch
-NoLineSearch
-```
+Line Searches have been moved to an external package. Take a look at the
+[LineSearch.jl](https://github.com/SciML/LineSearch.jl) package and its
+[documentation](https://sciml.github.io/LineSearch.jl/dev/).
 
 ## Radius Update Schemes for Trust Region
 

docs/src/native/solvers.md

@@ -22,7 +22,7 @@ documentation.
     preconditioners. For more information on specifying preconditioners for LinearSolve
     algorithms, consult the
     [LinearSolve.jl documentation](https://docs.sciml.ai/LinearSolve/stable/).
-  - `linesearch`: the line search algorithm to use. Defaults to [`NoLineSearch()`](@ref),
+  - `linesearch`: the line search algorithm to use. Defaults to [`NoLineSearch()`](@extref LineSearch.NoLineSearch),
     which means that no line search is performed.  Algorithms from
     [`LineSearches.jl`](https://github.com/JuliaNLSolvers/LineSearches.jl/) must be
     wrapped in [`LineSearchesJL`](@ref) before being supplied. For a detailed documentation

src/internal/jacobian.jl

@@ -25,8 +25,7 @@ Construct a cache for the Jacobian of `f` w.r.t. `u`.
   - `jvp_autodiff`: Automatic Differentiation or Finite Differencing backend for computing
     the Jacobian-vector product.
   - `linsolve`: Linear Solver Algorithm used to determine if we need a concrete jacobian
-    or if possible we can just use a [`SciMLJacobianOperators.JacobianOperator`](@ref)
-    instead.
+    or if possible we can just use a `SciMLJacobianOperators.JacobianOperator` instead.
 """
 @concrete mutable struct JacobianCache{iip} <: AbstractNonlinearSolveJacobianCache{iip}
     J