diff --git a/lib/docs/filters/pytorch/entries.rb b/lib/docs/filters/pytorch/entries.rb
index 85d2f06418..7b31d037d4 100644
--- a/lib/docs/filters/pytorch/entries.rb
+++ b/lib/docs/filters/pytorch/entries.rb
@@ -2,6 +2,9 @@ module Docs
   class Pytorch
     class EntriesFilter < Docs::EntriesFilter
       def get_breadcrumbs
+        breadcrumbs = schema_breadcrumbs
+        return breadcrumbs unless breadcrumbs.empty?
+
         breadcrumbs = if at_css('.pytorch-breadcrumbs')
           css('.pytorch-breadcrumbs > li').map { |node|
             node.content.delete_suffix(' >').strip
@@ -26,15 +29,19 @@ def get_name
       end
 
       def get_type
-        if at_css('.pytorch-breadcrumbs')
-          get_breadcrumbs[1]
+        breadcrumbs = get_breadcrumbs
+
+        if schema_breadcrumbs.any?
+          breadcrumbs.size > 2 ? breadcrumbs[-2] : breadcrumbs[-1]
+        elsif at_css('.pytorch-breadcrumbs')
+          breadcrumbs[1]
         else
-          get_breadcrumbs.size > 2 ? get_breadcrumbs[2] : get_breadcrumbs[1]
+          breadcrumbs.size > 2 ? breadcrumbs[2] : breadcrumbs[1]
         end
       end
 
       def include_default_entry?
-        !get_breadcrumbs.nil? && get_breadcrumbs.size >= 2
+        schema_breadcrumbs.any? || get_breadcrumbs.size >= 2
       end
 
       def additional_entries
@@ -61,6 +68,22 @@ def additional_entries
 
         entries
       end
+
+      private
+
+      def schema_breadcrumbs
+        @schema_breadcrumbs ||= css(
+          '[itemtype="https://schema.org/BreadcrumbList"] [itemprop="itemListElement"]'
+        ).filter_map do |node|
+          name = node.at_css('[itemprop="name"]')
+          next unless name
+
+          text = Nokogiri::HTML.fragment(name['content'] || name.content).text.strip
+          dangling_text = node.text.strip.delete_suffix('">') if name['content']
+          text = "#{text} #{dangling_text}" if dangling_text.present?
+          text
+        end.reject(&:empty?)
+      end
     end
   end
 end
diff --git a/lib/docs/scrapers/pytorch.rb b/lib/docs/scrapers/pytorch.rb
index e45ac3b096..3e9c3b67be 100644
--- a/lib/docs/scrapers/pytorch.rb
+++ b/lib/docs/scrapers/pytorch.rb
@@ -1,8 +1,9 @@
 module Docs
-  class Pytorch < UrlScraper
+  class Pytorch < FileScraper
     self.name = 'PyTorch'
     self.slug = 'pytorch'
     self.type = 'sphinx'
+    self.root_path = 'index.html'
     self.links = {
       home: 'https://pytorch.org/',
       code: 'https://github.com/pytorch/pytorch'
@@ -11,14 +12,45 @@ class Pytorch < UrlScraper
     html_filters.push 'pytorch/entries', 'pytorch/clean_html', 'sphinx/clean_html'
 
     options[:skip] = ['cpp_index.html', 'deploy.html', 'packages.html', 'py-modindex.html', 'genindex.html']
-    options[:skip_patterns] = [/\Acommunity/, /\A_modules/, /\Anotes/, /\Aorg\/pytorch\//]
+    options[:skip_patterns] = [
+      /.*(?<!\.html)\z/, # non-HTML files, e.g. the .md sources shipped next to each page
+      /\Acommunity/,
+      /\A_modules/,
+      /\Anotes/,
+      /\Aorg\/pytorch\//
+    ]
     options[:max_image_size] = 1_000_000
 
     options[:attribution] = <<-HTML
-    &copy; 2025, PyTorch Contributors<br>
+    &copy; 2026, PyTorch Contributors<br>
     PyTorch has a BSD-style license, as found in the <a href="https://github.com/pytorch/pytorch/blob/main/LICENSE">LICENSE</a> file.
     HTML
 
+    version '2.14' do
+      self.release = '2.14'
+      self.base_url = "https://docs.pytorch.org/docs/#{release}/"
+    end
+
+    version '2.13' do
+      self.release = '2.13'
+      self.base_url = "https://docs.pytorch.org/docs/#{release}/"
+    end
+
+    version '2.12' do
+      self.release = '2.12'
+      self.base_url = "https://docs.pytorch.org/docs/#{release}/"
+    end
+
+    version '2.11' do
+      self.release = '2.11'
+      self.base_url = "https://docs.pytorch.org/docs/#{release}/"
+    end
+
+    version '2.10' do
+      self.release = '2.10'
+      self.base_url = "https://docs.pytorch.org/docs/#{release}/"
+    end
+
     version '2.9' do
       self.release = '2.9'
       self.base_url = "https://docs.pytorch.org/docs/#{release}/"
@@ -77,5 +109,28 @@ class Pytorch < UrlScraper
     def get_latest_version(opts)
       get_latest_github_release('pytorch', 'pytorch', opts)
     end
+
+    private
+
+    # There is no documentation archive, the files have to be taken from the
+    # repository hosting https://docs.pytorch.org.
+    def download_source
+      require 'tmpdir'
+
+      Dir.mktmpdir do |directory|
+        repository = File.join(directory, 'docs')
+
+        instrument 'info.doc', msg: %(Cloning the PyTorch #{self.class.version} documentation...)
+        # The "site" branch holds the rendered documentation of every version,
+        # of which only the one being scraped is checked out.
+        system('git', 'clone', '--branch', 'site', '--depth', '1', '--filter=blob:none', '--sparse',
+               'https://github.com/pytorch/docs', repository)
+        system('git', '-C', repository, 'sparse-checkout', 'set', self.class.version)
+
+        instrument 'info.doc', msg: %(Moving the documentation files to "#{source_directory}"...)
+        FileUtils.mkpath(File.dirname(source_directory))
+        FileUtils.mv(File.join(repository, self.class.version), source_directory)
+      end
+    end
   end
 end