{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T17:59:38Z","timestamp":1764784778862},"reference-count":0,"publisher":"Sociedade Brasileira de Computa\u00e7\u00e3o","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:p>In this work, we carried out a study about the use of attention-based algorithms to automate the categorization of Brazilian case law documents. We used data from the Kollemata Project to produce two distinct datasets with adequate class systems. Then, we implemented a multi-class and multi-label version of BERT and fine-tuned different BERT models with the produced datasets. We evaluated several metrics, adopting the micro-averaged F1-Score as our main metric for which we obtained a performance value of \u2329F1\u232amicro = 0.72 corresponding to gains of 30 percent points over the tested statistical baseline.<\/jats:p>","DOI":"10.5753\/stil.2021.17803","type":"proceedings-article","created":{"date-parts":[[2021,12,6]],"date-time":"2021-12-06T10:11:08Z","timestamp":1638785468000},"page":"237-246","source":"Crossref","is-referenced-by-count":4,"title":["verBERT: Automating Brazilian Case Law Document Multi-label Categorization Using BERT"],"prefix":"10.5753","author":[{"given":"Felipe R.","family":"Serras","sequence":"first","affiliation":[]},{"given":"Marcelo","family":"Finger","sequence":"additional","affiliation":[]}],"member":"3742","published-online":{"date-parts":[[2021,11,29]]},"event":{"name":"Simp\u00f3sio Brasileiro de Tecnologia da Informa\u00e7\u00e3o e da Linguagem Humana","number":"13","location":"Brasil","acronym":"STIL 2021"},"container-title":["Anais do XIII Simp\u00f3sio Brasileiro de Tecnologia da Informa\u00e7\u00e3o e da Linguagem Humana (STIL 2021)"],"original-title":[],"link":[{"URL":"https:\/\/sol.sbc.org.br\/index.php\/stil\/article\/download\/17803\/17637","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/sol.sbc.org.br\/index.php\/stil\/article\/download\/17803\/17637","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,6]],"date-time":"2021-12-06T10:11:53Z","timestamp":1638785513000},"score":1,"resource":{"primary":{"URL":"https:\/\/sol.sbc.org.br\/index.php\/stil\/article\/view\/17803"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,11,29]]},"references-count":0,"URL":"https:\/\/doi.org\/10.5753\/stil.2021.17803","relation":{},"subject":[],"published":{"date-parts":[[2021,11,29]]}}}