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HeLI-OTS 1.2 with Python examples

Jauhiainen, Tommi; Jauhiainen, Heidi

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  "publisher": "Zenodo", 
  "DOI": "10.5281/zenodo.5853116", 
  "language": "eng", 
  "title": "HeLI-OTS 1.2 with Python examples", 
  "issued": {
    "date-parts": [
  "abstract": "<p>HeLI off-the-shelf language identifier with language models for 200 languages.</p>\n\n<p>Usage:<br>\njava -jar HeLI.jar -r &lt;infile&gt; -w &lt;outfile&gt;</p>\n\n<p>The program will read the &lt;infile&gt; and classify the language of each line as one of the 200 languages it knows<br>\nand writes the results, one ISO 639-3 code per line, into file &lt;outfile&gt;.</p>\n\n<p>You can use the -c option to make the program print a confidence score for the identification after each language code.</p>\n\n<p>Usage:<br>\njava -jar HeLI.jar -c -r &lt;infile&gt; -w &lt;outfile&gt;</p>\n\n<p>You can give the list of comma-separated ISO 639-3 identifiers for relevant languages after -l option.</p>\n\n<p>Usage:<br>\njava -jar HeLI.jar -r &lt;infile&gt; -w &lt;outfile&gt; -l fin,swe,eng</p>\n\n<p>You can give the number of top-scored languages to print after the -t option. (overrides confidence)</p>\n\n<p>Usage:<br>\njava -jar HeLI.jar -r &lt;infile&gt; -w &lt;outfile&gt; -l fin,swe,eng -t 2</p>\n\n<p>If you omit both of the filenames, the program will read the standard input one line at a time and write the result to standard output.</p>\n\n<p>It can identify c. 3000 sentences per second using one core on a 2021 laptop and around 3 gigabytes of memory.</p>\n\n<p>If you use this program in producing scientific publications, please refer to:&nbsp;<br>\n&nbsp;@inproceedings{jauhiainen-etal-2017-evaluation,<br>\n&nbsp; &nbsp; &nbsp;title = &quot;Evaluation of language identification methods using 285 languages&quot;,<br>\n&nbsp; &nbsp; &nbsp;author = &quot;Jauhiainen, Tommi &nbsp;and<br>\n&nbsp; &nbsp; &nbsp; &nbsp;Lind{\\&#39;e}n, Krister &nbsp;and<br>\n&nbsp; &nbsp; &nbsp; &nbsp;Jauhiainen, Heidi&quot;,<br>\n&nbsp; &nbsp; &nbsp;booktitle = &quot;Proceedings of the 21st Nordic Conference on Computational Linguistics&quot;,<br>\n&nbsp; &nbsp; &nbsp;month = may,<br>\n&nbsp; &nbsp; &nbsp;year = &quot;2017&quot;,<br>\n&nbsp; &nbsp; &nbsp;address = &quot;Gothenburg, Sweden&quot;,<br>\n&nbsp; &nbsp; &nbsp;publisher = &quot;Association for Computational Linguistics&quot;,<br>\n&nbsp; &nbsp; &nbsp;url = &quot;;,<br>\n&nbsp; &nbsp; &nbsp;pages = &quot;183--191&quot;,<br>\n&nbsp;}</p>\n\n<p>Producing and publishing this software has been partly supported by The Finnish Research Impact Foundation Tandem Industry Academia -funding in cooperation with Lingsoft.</p>", 
  "author": [
      "family": "Jauhiainen, Tommi"
      "family": "Jauhiainen, Heidi"
  "version": "1.2", 
  "type": "article", 
  "id": "5853116"
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