semantic relationships among them • Large scale • Semantically rich • Friendly structure • High quality  Why knowledge graphs? • Understanding the semantic of text needs background knowledge • A robot Hand crafted  Manually constructed KG • Examples：WordNet, Cyc • Size：Small (Huge human cost) • Quality：Almost Perfect (Each relation is checked by experts)  Auto-constructed KG • Automatically extracted from huge Web Resource • Examples：Probase、WikiTaxonomy, etc • Size：Huge (From huge corpus) • Quality：Good (The accuracy can’t reach 100%) Because of the huge size, there are many wrong facts Pipeline

Other documentation improvements. (issue 6128, issue 6144, issue 6163, issue 6190, issue 6192) Quality assurance • Added Python 3.12 to the CI configuration, re-enabled tests that were disabled when Documentation • Updated a deprecated function call in a pipeline example. (issue 6008, issue 6009) Quality assurance • Extended typing hints. (issue 6003, issue 6005, issue 6031, issue 6034) • Pinned brotli issue 5931) • Clarified the docs about request objects on redirection. (issue 5707, issue 5937) Quality assurance • Added support for running tests against the installed Scrapy version. (issue 4914, issue

Other documentation improvements. (issue 6128, issue 6144, issue 6163, issue 6190, issue 6192) Quality assurance • Added Python 3.12 to the CI configuration, re-enabled tests that were disabled when Documentation • Updated a deprecated function call in a pipeline example. (issue 6008, issue 6009) Quality assurance • Extended typing hints. (issue 6003, issue 6005, issue 6031, issue 6034) • Pinned brotli issue 5931) • Clarified the docs about request objects on redirection. (issue 5707, issue 5937) Quality assurance • Added support for running tests against the installed Scrapy version. (issue 4914, issue

Other documentation improvements. (issue 6128, issue 6144, issue 6163, issue 6190, issue 6192) Quality assurance • Added Python 3.12 to the CI configuration, re-enabled tests that were disabled when Documentation • Updated a deprecated function call in a pipeline example. (issue 6008, issue 6009) Quality assurance • Extended typing hints. (issue 6003, issue 6005, issue 6031, issue 6034) • Pinned brotli issue 5931) • Clarified the docs about request objects on redirection. (issue 5707, issue 5937) Quality assurance • Added support for running tests against the installed Scrapy version. (issue 4914, issue

Appendix 2: Details on Text Extraction General structure of a TextPage Plain Text HTML Controlling Quality of HTML Output JSON XML XHTML Further Remarks Performance Appendix 3: Considerations on Embedded Check this out yourself and compare the various free PDF-viewers. In terms of speed and rendering quality SumatraPDF ranges at the top (apart from MuPDF’s own standalone viewer) - since it has changed its arbitrary filename like so: fitz.ConversionHeader("xml", filename = doc.name). Also see Controlling Quality of HTML Output. >>> doc = fitz.open(...) >>> ofile = open(doc.name + ".html", "w") >>> ofile.write(fitz

issue 5931) • Clarified the docs about request objects on redirection. (issue 5707, issue 5937) Quality assurance • Added support for running tests against the installed Scrapy version. (issue 4914, issue and other small errors. (issue 5827, issue 5839, issue 5883, issue 5890, issue 5895, issue 5904) Quality assurance • Extended typing hints. (issue 5805, issue 5889, issue 5896) • Tests for most of the 5540) • Improved consistency. (issue 5761) • Fixed typos. (issue 5714, issue 5744, issue 5764) Quality assurance • Applied black coding style, sorted import statements, and introduced pre-commit. (issue

[https://github.com/scrapy/scrapy/issues/6190], issue 6192 [https://github.com/scrapy/scrapy/issues/6192]) Quality assurance Added Python 3.12 to the CI configuration, re-enabled tests that were disabled when the [https://github.com/scrapy/scrapy/issues/6008], issue 6009 [https://github.com/scrapy/scrapy/issues/6009]) Quality assurance Extended typing hints. (issue 6003 [https://github.com/scrapy/scrapy/issues/6003], issue [https://github.com/scrapy/scrapy/issues/5707], issue 5937 [https://github.com/scrapy/scrapy/issues/5937]) Quality assurance Added support for running tests against the installed Scrapy version. (issue 4914 [https://github

[https://github.com/scrapy/scrapy/issues/6190], issue 6192 [https://github.com/scrapy/scrapy/issues/6192]) Quality assurance Added Python 3.12 to the CI configuration, re-enabled tests that were disabled when the [https://github.com/scrapy/scrapy/issues/6008], issue 6009 [https://github.com/scrapy/scrapy/issues/6009]) Quality assurance Extended typing hints. (issue 6003 [https://github.com/scrapy/scrapy/issues/6003], issue [https://github.com/scrapy/scrapy/issues/5707], issue 5937 [https://github.com/scrapy/scrapy/issues/5937]) Quality assurance Added support for running tests against the installed Scrapy version. (issue 4914 [https://github

and other small errors. (issue 5827, issue 5839, issue 5883, issue 5890, issue 5895, issue 5904) Quality assurance • Extended typing hints. (issue 5805, issue 5889, issue 5896) • Tests for most of the 5540) • Improved consistency. (issue 5761) • Fixed typos. (issue 5714, issue 5744, issue 5764) Quality assurance • Applied black coding style, sorted import statements, and introduced pre-commit. (issue of Conduct to Contributor Covenant v2.1 (issue 5698). • Fixed typos (issue 5681, issue 5694). Quality assurance • Re-enabled some erroneously disabled flake8 checks (issue 5688). • Ignored harmless