From 7f98edd7e362a64c947b083cfc0c401c4d0ffe91 Mon Sep 17 00:00:00 2001 From: Severin Simmler Date: Thu, 13 Feb 2020 21:43:44 +0100 Subject: [PATCH] Model card: Literary German BERT (#2843) * feat: create model card * chore: add description * feat: stats plot * Delete prosa-jahre.svg * feat: years plot (again) * chore: add more details * fix: typos * feat: kfold plot * feat: kfold plot * Rename model_cards/severinsimmler/literary-german-bert.md to model_cards/severinsimmler/literary-german-bert/README.md * Support for linked images + add tags cc @severinsimmler Co-authored-by: Julien Chaumond --- .../literary-german-bert/README.md | 51 ++++++++++++++++++ .../literary-german-bert/kfold.png | Bin 0 -> 5760 bytes .../literary-german-bert/prosa-jahre.png | Bin 0 -> 21657 bytes 3 files changed, 51 insertions(+) create mode 100644 model_cards/severinsimmler/literary-german-bert/README.md create mode 100644 model_cards/severinsimmler/literary-german-bert/kfold.png create mode 100644 model_cards/severinsimmler/literary-german-bert/prosa-jahre.png diff --git a/model_cards/severinsimmler/literary-german-bert/README.md b/model_cards/severinsimmler/literary-german-bert/README.md new file mode 100644 index 0000000000..9862465356 --- /dev/null +++ b/model_cards/severinsimmler/literary-german-bert/README.md @@ -0,0 +1,51 @@ +--- +language: german +thumbnail: kfold.png +--- + +# German BERT for literary texts + +This German BERT is based on `bert-base-german-dbmdz-cased`, and has been adapted to the domain of literary texts by fine-tuning the language modeling task on the [Corpus of German-Language Fiction](https://figshare.com/articles/Corpus_of_German-Language_Fiction_txt_/4524680/1). Afterwards the model was fine-tuned for named entity recognition on the [DROC](https://gitlab2.informatik.uni-wuerzburg.de/kallimachos/DROC-Release) corpus, so you can use it to recognize protagonists in German novels. + + +# Stats + +## Language modeling + +The [Corpus of German-Language Fiction](https://figshare.com/articles/Corpus_of_German-Language_Fiction_txt_/4524680/1) consists of 3,194 documents with 203,516,988 tokens or 1,520,855 types. The publication year of the texts ranges from the 18th to the 20th century: + +![years](prosa-jahre.png) + + +### Results + +After one epoch: + +| Model | Perplexity | +| ---------------- | ---------- | +| Vanilla BERT | 6.82 | +| Fine-tuned BERT | 4.98 | + + +## Named entity recognition + +The provided model was also fine-tuned for two epochs on 10,799 sentences for training, validated on 547 and tested on 1,845 with three labels: `B-PER`, `I-PER` and `O`. + + +## Results + +| Dataset | Precision | Recall | F1 | +| ------- | --------- | ------ | ---- | +| Dev | 96.4 | 87.3 | 91.6 | +| Test | 92.8 | 94.9 | 93.8 | + +The model has also been evaluated using 10-fold cross validation and compared with a classic Conditional Random Field baseline described in [Jannidis et al.](https://opus.bibliothek.uni-wuerzburg.de/opus4-wuerzburg/frontdoor/deliver/index/docId/14333/file/Jannidis_Figurenerkennung_Roman.pdf) (2015): + +![kfold](kfold.png) + + +# References + +Markus Krug, Lukas Weimer, Isabella Reger, Luisa Macharowsky, Stephan Feldhaus, Frank Puppe, Fotis Jannidis, [Description of a Corpus of Character References in German Novels](http://webdoc.sub.gwdg.de/pub/mon/dariah-de/dwp-2018-27.pdf), 2018. + +Fotis Jannidis, Isabella Reger, Lukas Weimer, Markus Krug, Martin Toepfer, Frank Puppe, [Automatische Erkennung von Figuren in deutschsprachigen Romanen](https://opus.bibliothek.uni-wuerzburg.de/opus4-wuerzburg/frontdoor/deliver/index/docId/14333/file/Jannidis_Figurenerkennung_Roman.pdf), 2015. diff --git a/model_cards/severinsimmler/literary-german-bert/kfold.png b/model_cards/severinsimmler/literary-german-bert/kfold.png new file mode 100644 index 0000000000000000000000000000000000000000..2f1dbb5c8e191e44820e63253ace852df55b2cf8 GIT binary patch literal 5760 zcmcIoWmHsM+eT7i;E_-~f~cg@a0uxfK#&k{L_kn#XbGhRq=s@pLb^*7DJjW$02!oY zhL#j*kdUDfcn>`5jqhFG^XFUZ`*E+eS7 zgM*WklZ%Uso12@5hv(+ao40P=;^pP#3JMBJN=hm!Dypiga5!8|O-)^0T|-0T 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