From 75c2c856cca5c1a9c291990ea65d76ab1822ef39 Mon Sep 17 00:00:00 2001
From: Kai Labusch <labusch@gmail.com>
Date: Wed, 21 Aug 2019 08:22:50 +0200
Subject: [PATCH] start implementation of NED framework

---
 Makefile | 512 +++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 512 insertions(+)
 create mode 100644 Makefile

diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..dd89591
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,512 @@
+REPO_PATH ?=$(shell pwd)
+
+BERT_BASE_PATH ?=$(REPO_PATH)/data/BERT
+
+BERT_URL ?=https://storage.googleapis.com/bert_models/2018_11_23/multi_cased_L-12_H-768_A-12.zip
+REL_BERT_PATH ?=multi_cased_L-12_H-768_A-12
+
+#BERT_URL ?=https://storage.googleapis.com/bert_models/2019_05_30/wwm_uncased_L-24_H-1024_A-16.zip
+#REL_BERT_PATH ?=wwm_uncased_L-24_H-1024_A-16
+
+BERT_MODEL_PATH ?=$(BERT_BASE_PATH)/$(REL_BERT_PATH)
+
+DIGISAM_PATH ?=$(REPO_PATH)/data/digisam
+
+REL_FINETUNED_PATH ?=data/digisam/BERT_de_finetuned
+#REL_FINETUNED_PATH ?=data/digisam/BERT-large_de_finetuned
+BERT_FINETUNED_PATH ?=$(REPO_PATH)/$(REL_FINETUNED_PATH)
+
+NER_DATA_PATH ?=$(REPO_PATH)/data/NER
+
+REL_BUILD_PATH ?=data/build
+BUILD_PATH ?=$(REPO_PATH)/$(REL_BUILD_PATH)
+
+EPOCHS ?=1
+EPOCH_FILE ?=pytorch_model_ep$(EPOCHS).bin
+MODEL_FILE ?=pytorch_model.bin
+CROSS_VAL_FILE ?=cross_validation_results.pkl
+
+WEIGHT_DECAY ?=0.03
+WARMUP_PROPORTION ?=0.4
+
+BATCH_SIZE ?=32
+GRAD_ACC_STEPS ?=2
+
+# BATCH_SIZE ?=128 # <===== unsupervised
+# GRAD_ACC_STEPS ?=4 # <===== unsupervised
+
+MAX_SEQ_LEN ?=128
+
+# EXTRA_OPTIONS="--dry_run --no_cuda" <- Test if everything works.
+EXTRA_OPTIONS ?=
+
+DO_LOWER_CASE ?=
+
+BERT_NER_OPTIONS ?=--task_name=ner --max_seq_length=$(MAX_SEQ_LEN) --num_train_epochs=$(EPOCHS) --warmup_proportion=$(WARMUP_PROPORTION) --gradient_accumulation_steps=$(GRAD_ACC_STEPS) --train_batch_size=$(BATCH_SIZE) --gt_file=$(BUILD_PATH)/gt.pkl --weight_decay=$(WEIGHT_DECAY) $(DO_LOWER_CASE) $(EXTRA_OPTIONS) 
+
+BERT_NER_EVAL_OPTIONS ?=--eval_batch_size=8 --task_name=ner --gt_file=$(BUILD_PATH)/gt.pkl $(DO_LOWER_CASE) $(EXTRA_OPTIONS)
+
+###############################################################################
+# directories
+#
+
+$(BUILD_PATH):
+	mkdir -p $(BUILD_PATH)
+
+$(BERT_FINETUNED_PATH):
+	mkdir -p $(BERT_FINETUNED_PATH)
+	cp -L $(BERT_MODEL_PATH)/pytorch_model.bin $(BERT_FINETUNED_PATH)/pytorch_model.bin
+	chmod u+rw $(BERT_FINETUNED_PATH)/pytorch_model.bin
+	ln -sfn $(BERT_MODEL_PATH)/bert_config.json $(BERT_FINETUNED_PATH)/bert_config.json
+	ln -sfn $(BERT_MODEL_PATH)/vocab.txt $(BERT_FINETUNED_PATH)/vocab.txt
+
+dirs: $(BUILD_PATH) $(BERT_FINETUNED_PATH)
+
+###############################################################################
+# BERT unsupervised on "Digitale Sammlungen":
+#
+
+TEMP_PREFIX ?=/tmp/
+
+$(BERT_MODEL_PATH)/bert_model.ckpt.index:
+	wget -nc --directory-prefix=$(BERT_BASE_PATH) $(BERT_URL)
+	unzip -d $(BERT_BASE_PATH) $(BERT_MODEL_PATH).zip
+
+$(BERT_MODEL_PATH)/pytorch_model.bin:	$(BERT_MODEL_PATH)/bert_model.ckpt.index
+	pytorch_pretrained_bert convert_tf_checkpoint_to_pytorch $(BERT_MODEL_PATH)/bert_model.ckpt $(BERT_MODEL_PATH)/bert_config.json $(BERT_MODEL_PATH)/pytorch_model.bin
+
+$(DIGISAM_PATH)/de_corpus.txt:
+	altocsv2corpus $(DIGISAM_PATH)/xml2csv_alto.csv $(DIGISAM_PATH)/selection_de.pkl $(DIGISAM_PATH)/de_corpus.txt --chunksize=10000
+
+$(BERT_MODEL_PATH)/epoch_0.json: $(DIGISAM_PATH)/de_corpus.txt $(BERT_MODEL_PATH)/pytorch_model.bin
+	bert-pregenerate-trainingdata --train_corpus $(DIGISAM_PATH)/de_corpus.txt --output_dir $(BERT_MODEL_PATH) --bert_model $(BERT_MODEL_PATH) --reduce_memory --epochs $(EPOCHS)
+
+bert-digisam-unsupervised: $(BERT_MODEL_PATH)/epoch_0.json
+	bert-finetune --pregenerated_data $(BERT_MODEL_PATH) --output_dir $(BERT_FINETUNED_PATH) --bert_model $(BERT_MODEL_PATH) --reduce_memory --fp16 --gradient_accumulation_steps 4 --train_batch_size 32 --epochs $(EPOCHS) --temp_prefix $(TEMP_PREFIX)
+
+bert-digisam-unsupervised-continued: $(BERT_FINETUNED_PATH) $(BERT_MODEL_PATH)/epoch_0.json
+	bert-finetune --pregenerated_data $(BERT_MODEL_PATH) --output_dir $(BERT_FINETUNED_PATH) --bert_model $(BERT_FINETUNED_PATH) --reduce_memory --fp16 --gradient_accumulation_steps=$(GRAD_ACC_STEPS) --train_batch_size=$(BATCH_SIZE) --epochs $(EPOCHS) --temp_prefix $(TEMP_PREFIX)
+
+get-bert: $(BERT_MODEL_PATH)/bert_model.ckpt.index
+
+convert-bert: $(BERT_MODEL_PATH)/pytorch_model.bin
+
+###############################################################################
+#NER ground truth:
+
+$(NER_DATA_PATH)/ner-corpora:
+	git clone https://github.com/EuropeanaNewspapers/ner-corpora $(NER_DATA_PATH)/ner-corpora
+
+$(BUILD_PATH)/europeana_historic.pkl: $(NER_DATA_PATH)/ner-corpora
+	compile_europeana_historic $(NER_DATA_PATH)/ner-corpora $(BUILD_PATH)/europeana_historic.pkl
+
+$(BUILD_PATH)/germ_eval.pkl: $(NER_DATA_PATH)/GermEval
+	compile_germ_eval $(NER_DATA_PATH)/GermEval $(BUILD_PATH)/germ_eval.pkl
+
+$(BUILD_PATH)/conll2003.pkl: $(NER_DATA_PATH)/conll2003
+	compile_conll $(NER_DATA_PATH)/conll2003 $(BUILD_PATH)/conll2003.pkl
+
+$(BUILD_PATH)/wikiner.pkl: $(NER_DATA_PATH)/wikiner
+	compile_wikiner $(NER_DATA_PATH)/wikiner $(BUILD_PATH)/wikiner.pkl
+
+$(BUILD_PATH)/gt.pkl:
+	python qurator/ner/join_gt.py $(BUILD_PATH)/germ_eval.pkl $(BUILD_PATH)/europeana_historic.pkl $(BUILD_PATH)/conll2003.pkl $(BUILD_PATH)/wikiner.pkl $(BUILD_PATH)/gt.pkl
+
+ner-ground-truth: dirs $(BUILD_PATH)/europeana_historic.pkl $(BUILD_PATH)/germ_eval.pkl $(BUILD_PATH)/conll2003.pkl $(BUILD_PATH)/wikiner.pkl $(BUILD_PATH)/gt.pkl
+
+###############################################################################
+#BERT NER training:
+
+.PRECIOUS: %/vocab.txt %/bert_config.json %/$(MODEL_FILE)
+
+%/vocab.txt:
+	ln -sfnr $(BERT_FINETUNED_PATH)/vocab.txt $(@D)/vocab.txt
+
+%/bert_config.json:
+	ln -sfnr $(BERT_FINETUNED_PATH)/bert_config.json $(@D)/bert_config.json
+
+%/$(MODEL_FILE):
+	ln -sfnr $(@D)/$(EPOCH_FILE) $(@D)/$(MODEL_FILE)
+
+########################################
+# baseline
+
+$(BUILD_PATH)/bert-conll2003-en-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='EN-CONLL-TRAIN' --dev_sets='EN-CONLL-TESTA' --bert_model=bert-base-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='DE-CONLL-TRAIN' --dev_sets='DE-CONLL-TESTA' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='GERM-EVAL-TRAIN' --dev_sets='GERM-EVAL-DEV' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1 
+
+
+$(BUILD_PATH)/bert-all-german-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='GERM-EVAL-TRAIN|DE-CONLL-TRAIN' --dev_sets='GERM-EVAL-DEV|DE-CONLL-TESTA' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-wikiner-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='WIKINER-WP3' --dev_sets='GERM-EVAL-DEV|DE-CONLL-TESTA' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-lft-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='LFT' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='ONB' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-sbb-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='SBB' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-lft-sbb-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='LFT|SBB' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-sbb-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='ONB|SBB' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-lft-baseline/$(EPOCH_FILE):
+	bert-ner --train_sets='ONB|LFT' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+
+bert-%-baseline: $(BUILD_PATH)/bert-%-baseline/$(EPOCH_FILE) $(BUILD_PATH)/bert-%-baseline/vocab.txt $(BUILD_PATH)/bert-%-baseline/bert_config.json $(BUILD_PATH)/bert-%-baseline/$(MODEL_FILE) ;
+
+bert-baseline: dirs ner-ground-truth bert-conll2003-en-baseline bert-conll2003-de-baseline bert-germ-eval-baseline bert-all-german-baseline bert-wikiner-baseline bert-lft-baseline bert-onb-baseline bert-sbb-baseline bert-lft-sbb-baseline bert-onb-sbb-baseline bert-onb-lft-baseline
+
+
+$(BUILD_PATH)/bert-lft-baseline/$(CROSS_VAL_FILE):
+	bert-ner --do_cross_validation --train_sets='LFT' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-baseline/$(CROSS_VAL_FILE):
+	bert-ner --do_cross_validation --train_sets='ONB' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-sbb-baseline/$(CROSS_VAL_FILE):
+	bert-ner --do_cross_validation --train_sets='SBB' --bert_model=bert-base-multilingual-cased --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+bert-cv-%-baseline: $(BUILD_PATH)/bert-%-baseline/$(CROSS_VAL_FILE) $(BUILD_PATH)/bert-%-baseline/vocab.txt $(BUILD_PATH)/bert-%-baseline/bert_config.json $(BUILD_PATH)/bert-%-baseline/$(MODEL_FILE) ;
+
+bert-cv-baseline: bert-cv-lft-baseline bert-cv-onb-baseline bert-cv-sbb-baseline
+	
+########################################
+#de-finetuned
+
+$(BUILD_PATH)/bert-conll2003-de-finetuned/$(EPOCH_FILE): 
+	bert-ner --train_sets='DE-CONLL-TRAIN' --dev_sets='DE-CONLL-TESTA' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='GERM-EVAL-TRAIN' --dev_sets='GERM-EVAL-DEV' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='GERM-EVAL-TRAIN|DE-CONLL-TRAIN' --dev_sets='GERM-EVAL-DEV|DE-CONLL-TESTA' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='WIKINER-WP3' --dev_sets='GERM-EVAL-DEV|DE-CONLL-TESTA' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-lft-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='LFT' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='ONB' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-sbb-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='SBB' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-lft-sbb-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='LFT|SBB' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-sbb-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='ONB|SBB' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-lft-de-finetuned/$(EPOCH_FILE):
+	bert-ner --train_sets='ONB|LFT' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+
+bert-%-de-finetuned: $(BUILD_PATH)/bert-%-de-finetuned/$(EPOCH_FILE) $(BUILD_PATH)/bert-%-de-finetuned/vocab.txt $(BUILD_PATH)/bert-%-de-finetuned/bert_config.json $(BUILD_PATH)/bert-%-de-finetuned/$(MODEL_FILE) ;
+
+bert-finetuned: dirs ner-ground-truth bert-conll2003-de-finetuned bert-germ-eval-de-finetuned bert-all-german-de-finetuned bert-wikiner-de-finetuned bert-lft-de-finetuned bert-onb-de-finetuned bert-sbb-de-finetuned bert-lft-sbb-de-finetuned bert-onb-sbb-de-finetuned bert-onb-lft-de-finetuned
+
+
+$(BUILD_PATH)/bert-lft-de-finetuned/$(CROSS_VAL_FILE):
+	bert-ner --do_cross_validation --train_sets='LFT' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) # >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-de-finetuned/$(CROSS_VAL_FILE):
+	bert-ner --do_cross_validation --train_sets='ONB' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-sbb-de-finetuned/$(CROSS_VAL_FILE): 
+	bert-ner --do_cross_validation --train_sets='SBB' --bert_model=$(BERT_FINETUNED_PATH) --output_dir=$(@D) $(BERT_NER_OPTIONS) >> $(@D).log 2<&1
+
+bert-cv-%-de-finetuned: $(BUILD_PATH)/bert-%-de-finetuned/$(CROSS_VAL_FILE) $(BUILD_PATH)/bert-%-de-finetuned/vocab.txt $(BUILD_PATH)/bert-%-de-finetuned/bert_config.json $(BUILD_PATH)/bert-%-de-finetuned/$(MODEL_FILE) ;
+
+bert-cv-de-finetuned: bert-cv-lft-de-finetuned bert-cv-onb-de-finetuned bert-cv-sbb-de-finetuned
+
+bert-cv: bert-cv-de-finetuned bert-cv-baseline
+
+bert-train: bert-finetuned bert-baseline
+
+###############################################################################
+# Evaluation
+#
+
+$(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-DE-CONLL-TESTA.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTA' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-DE-CONLL-TESTB.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+
+$(BUILD_PATH)/bert-germ-eval-baseline/eval_results-GERM-EVAL-TEST.pkl:
+	bert-ner --dev_sets='GERM-EVAL-TEST' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-baseline/eval_results-GERM-EVAL-TEST.pkl:
+	bert-ner --dev_sets='GERM-EVAL-TEST' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-baseline/eval_results-GERM-EVAL-TEST.pkl: 
+	bert-ner --dev_sets='GERM-EVAL-TEST' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-all-german-baseline/eval_results-DE-CONLL-TESTA.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTA' --output_dir=$(@D) --num_train_epochs $(EPOCHS)   $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-baseline/eval_results-DE-CONLL-TESTA.pkl: 
+	bert-ner --dev_sets='DE-CONLL-TESTA' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-all-german-baseline/eval_results-DE-CONLL-TESTB.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)   $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-baseline/eval_results-DE-CONLL-TESTB.pkl: 
+	bert-ner --dev_sets='DE-CONLL-TESTB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-all-german-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-wikiner-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-lft-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-lft-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-onb-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-sbb-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-sbb-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-lft-sbb-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-sbb-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-lft-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+bert-ner-evaluation-baseline: dirs $(BUILD_PATH)/bert-all-german-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-all-german-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-all-german-baseline/eval_results-ONB.pkl $(BUILD_PATH)/bert-wikiner-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-wikiner-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-wikiner-baseline/eval_results-ONB.pkl $(BUILD_PATH)/bert-all-german-baseline/eval_results-GERM-EVAL-TEST.pkl $(BUILD_PATH)/bert-wikiner-baseline/eval_results-GERM-EVAL-TEST.pkl $(BUILD_PATH)/bert-all-german-baseline/eval_results-DE-CONLL-TESTA.pkl $(BUILD_PATH)/bert-wikiner-baseline/eval_results-DE-CONLL-TESTA.pkl $(BUILD_PATH)/bert-all-german-baseline/eval_results-DE-CONLL-TESTB.pkl $(BUILD_PATH)/bert-wikiner-baseline/eval_results-DE-CONLL-TESTB.pkl $(BUILD_PATH)/bert-germ-eval-baseline/eval_results-GERM-EVAL-TEST.pkl $(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-DE-CONLL-TESTA.pkl $(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-DE-CONLL-TESTB.pkl $(BUILD_PATH)/bert-lft-baseline/eval_results-ONB.pkl $(BUILD_PATH)/bert-lft-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-onb-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-onb-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-sbb-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-sbb-baseline/eval_results-ONB.pkl $(BUILD_PATH)/bert-lft-sbb-baseline/eval_results-ONB.pkl $(BUILD_PATH)/bert-germ-eval-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-germ-eval-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-germ-eval-baseline/eval_results-ONB.pkl $(BUILD_PATH)/bert-onb-sbb-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-onb-lft-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-LFT.pkl $(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-SBB.pkl $(BUILD_PATH)/bert-conll2003-de-baseline/eval_results-ONB.pkl
+
+#######################################
+
+$(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-DE-CONLL-TESTA.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTA' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-DE-CONLL-TESTB.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-GERM-EVAL-TEST.pkl:
+	bert-ner --dev_sets='GERM-EVAL-TEST' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-GERM-EVAL-TEST.pkl:
+	bert-ner --dev_sets='GERM-EVAL-TEST' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-GERM-EVAL-TEST.pkl: 
+	bert-ner --dev_sets='GERM-EVAL-TEST' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+#
+
+
+$(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-DE-CONLL-TESTA.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTA' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-DE-CONLL-TESTA.pkl: 
+	bert-ner --dev_sets='DE-CONLL-TESTA' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-DE-CONLL-TESTB.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-DE-CONLL-TESTB.pkl: 
+	bert-ner --dev_sets='DE-CONLL-TESTB' --output_dir=$(@D) --num_train_epochs $(EPOCHS)  $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(BUILD_PATH)/bert-all-german-de-finetuned --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(BUILD_PATH)/bert-all-german-de-finetuned --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(BUILD_PATH)/bert-all-german-de-finetuned --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+#
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-lft-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-lft-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-onb-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-sbb-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-sbb-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+$(BUILD_PATH)/bert-lft-sbb-de-finetuned/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-sbb-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+$(BUILD_PATH)/bert-onb-lft-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --output_dir=$(@D) --num_train_epochs $(EPOCHS) $(BERT_NER_EVAL_OPTIONS) >> $(@D).log 2<&1
+
+
+bert-ner-evaluation-de-finetuned: dirs $(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-ONB.pkl $(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-ONB.pkl $(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-GERM-EVAL-TEST.pkl $(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-GERM-EVAL-TEST.pkl $(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-DE-CONLL-TESTA.pkl $(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-DE-CONLL-TESTA.pkl $(BUILD_PATH)/bert-all-german-de-finetuned/eval_results-DE-CONLL-TESTB.pkl $(BUILD_PATH)/bert-wikiner-de-finetuned/eval_results-DE-CONLL-TESTB.pkl $(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-GERM-EVAL-TEST.pkl $(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-DE-CONLL-TESTA.pkl $(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-DE-CONLL-TESTB.pkl $(BUILD_PATH)/bert-lft-de-finetuned/eval_results-ONB.pkl $(BUILD_PATH)/bert-lft-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-onb-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-onb-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-sbb-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-sbb-de-finetuned/eval_results-ONB.pkl $(BUILD_PATH)/bert-lft-sbb-de-finetuned/eval_results-ONB.pkl $(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-germ-eval-de-finetuned/eval_results-ONB.pkl $(BUILD_PATH)/bert-onb-sbb-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-onb-lft-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-LFT.pkl $(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-SBB.pkl $(BUILD_PATH)/bert-conll2003-de-finetuned/eval_results-ONB.pkl
+
+bert-evaluation: bert-ner-evaluation-baseline bert-ner-evaluation-de-finetuned
+
+###############################################################################
+#wikipedia
+
+WIKI_DATA_DIR=data/wikipedia
+WP_EPOCH_SIZE=100000
+
+wikipedia-ner-baseline-train: $(WIKI_DATA_DIR)/wikipedia-tagged.csv
+	bert-ner --gt_file=$(WIKI_DATA_DIR)/wikipedia-tagged.csv --train_sets=$(WIKI_DATA_DIR)/ner-train-index.pkl --dev_sets=$(WIKI_DATA_DIR)/ner-dev-index.pkl --bert_model=bert-base-multilingual-cased --task_name=wikipedia-ner --output_dir=$(BUILD_PATH)/wikipedia-baseline --num_train_epochs $(EPOCHS) --num_data_epochs=$(EPOCHS) --epoch_size=$(WP_EPOCH_SIZE) $(BERT_NER_OPTIONS)
+
+wikipedia-ner-de-finetuned-train: $(WIKI_DATA_DIR)/wikipedia-tagged.csv
+	bert-ner --gt_file=$(WIKI_DATA_DIR)/wikipedia-tagged.csv --train_sets=$(WIKI_DATA_DIR)/ner-train-index.pkl --dev_sets=$(WIKI_DATA_DIR)/ner-dev-index.pkl --bert_model=$(DIGISAM_PATH)/BERT_de_finetuned --task_name=wikipedia-ner --output_dir=$(BUILD_PATH)/wikipedia-de-finetuned --num_train_epochs $(EPOCHS) --num_data_epochs=$(EPOCHS) --epoch_size=$(WP_EPOCH_SIZE) $(BERT_NER_OPTIONS)
+
+########################
+
+$(BUILD_PATH)/wikipedia-baseline/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS) 
+
+$(BUILD_PATH)/wikipedia-baseline/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS)  
+
+$(BUILD_PATH)/wikipedia-baseline/eval_results-ONB.pkl:
+	bert-ner --dev_sets='ONB' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS) 
+
+$(BUILD_PATH)/wikipedia-baseline/eval_results-DE-CONLL-TESTA.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTA' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS) 
+
+
+$(BUILD_PATH)/wikipedia-de-finetuned/eval_results-LFT.pkl:
+	bert-ner --dev_sets='LFT' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS)  
+
+$(BUILD_PATH)/wikipedia-de-finetuned/eval_results-SBB.pkl:
+	bert-ner --dev_sets='SBB' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS) 
+
+$(BUILD_PATH)/wikipedia-de-finetuned/eval_results-DE-CONLL-TESTA.pkl:
+	bert-ner --dev_sets='DE-CONLL-TESTA' --task_name=ner --output_dir=$(@D) $(BERT_NER_EVAL_OPTIONS)  
+
+wikipedia-baseline-evaluation: $(BUILD_PATH)/wikipedia-baseline/eval_results-SBB.pkl $(BUILD_PATH)/wikipedia-baseline/eval_results-LFT.pkl $(BUILD_PATH)/wikipedia-baseline/eval_results-ONB.pkl $(BUILD_PATH)/wikipedia-baseline/eval_results-DE-CONLL-TESTA.pkl
+
+wikipedia-evaluation: $(BUILD_PATH)/wikipedia-de-finetuned/eval_results-LFT.pkl
+wikipedia-evaluation2: $(BUILD_PATH)/wikipedia-de-finetuned/eval_results-SBB.pkl
+wikipedia-evaluation3: $(BUILD_PATH)/wikipedia-de-finetuned/eval_results-DE-CONLL-TESTA.pkl
+