diff --git a/Makefile.data b/Makefile.data
index 8211d416..b6d854b6 100644
--- a/Makefile.data
+++ b/Makefile.data
@@ -882,6 +882,9 @@ endif
 
 
 
+## make symbolic links to spm-models
+## (previously we had data-specific models but now we want to re-use existing ones)
+
 fix-spm-models:
 	cd work-spm; \
 	for l in ${ALL_LANG_PAIRS}; do \
diff --git a/backtranslate/Makefile b/backtranslate/Makefile
index 4c58dd93..787f67ef 100644
--- a/backtranslate/Makefile
+++ b/backtranslate/Makefile
@@ -11,35 +11,51 @@ include ../Makefile.slurm
 SRC = af
 TRG = en
 
-## maximum input length (number sentence piece segments)
-MAX_LENGTH = 250
+## various sources are available
+## can be general wikipedia, wikinews, wikibooks, ...
+WIKISOURCE = wiki
 
+## maximum input length (number sentence piece segments)
+## maximum number of sentences to be translated (top N lines)
+MAX_LENGTH = 100
+MAX_SENTENCES = 1000000
 
 LANGPAIR = ${SRC}-${TRG}
 
 
 MODELHOME = ../models/${LANGPAIR}
-MODELZIP = ${lastword ${sort ${wildcard ${MODELHOME}/*.zip}}}
+MODELZIP  = ${lastword ${sort ${wildcard ${MODELHOME}/*-20*.zip}}}
+MODELNAME = ${patsubst %.zip,%,${notdir ${MODELZIP}}}
 
 
 LOAD_MODULES = 	module use -a /projappl/nlpl/software/modules/etc/ && \
 		module load nlpl-udpipe nlpl-opus &&
 
-WIKILANGS = 	${sort $(patsubst >%wiki-,%,${shell grep -o '>..wiki-' index.html})} \
-		${sort $(patsubst >%wiki-,%,${shell grep -o '>...wiki-' index.html})}
+WIKILANGS = 	${sort $(patsubst >%${WIKISOURCE}-,%,${shell grep -o '>..${WIKISOURCE}-' index.html})} \
+		${sort $(patsubst >%${WIKISOURCE}-,%,${shell grep -o '>...${WIKISOURCE}-' index.html})}
 
 
 LANGID   = ${SRC}
-WIKI_TXT = wiki.${LANGID}.gz
-WIKI_SRC = wiki.${LANGPAIR}.${SRC}.gz
-WIKI_PRE = wiki.${LANGPAIR}.${SRC}.spm.gz
-WIKI_TRG = wiki.${LANGPAIR}.${TRG}.gz
+WIKI_TXT = ${WIKISOURCE}.${LANGID}.gz
+WIKI_SRC = ${LANGPAIR}/${WIKISOURCE}_${MODELNAME}.${LANGPAIR}.${SRC}.gz
+WIKI_PRE = ${LANGPAIR}/${WIKISOURCE}_${MODELNAME}.${LANGPAIR}.${SRC}.spm.gz
+WIKI_TRG = ${LANGPAIR}/${WIKISOURCE}_${MODELNAME}.${LANGPAIR}.${TRG}.gz
+
+## don't delete translated text if the process crashes
+.PRECIOUS: ${WIKI_TRG}
 
 
 ## find wiki downloads
-WIKI_JSON = $(shell grep -o '${LANGID}wiki-[0-9]*-cirrussearch-content.json.gz' index.html | head -1)
+WIKI_JSON = $(shell grep -o '${LANGID}${WIKISOURCE}-[0-9]*-cirrussearch-content.json.gz' index.html | head -1)
+
+## we don't need to keep the json file
+.INTERMEDIATE: ${WIKI_JSON}
+
 
 ## find UDPipe model
+ifndef UDPIPE_MODELS
+  UDPIPE_MODELS=/projappl/nlpl/software/modules/udpipe/1.2.1-devel/models
+endif
 LANGNAME = ${shell ${LOAD_MODULES} opus-iso639 -e ${LANGID} | \
 		cut -f1 -d';' | tr ' ' '-' | tr '[:upper:]' '[:lower:]'}
 UDPIPE_MODEL = ${notdir $(shell ${LOAD_MODULES} find ${UDPIPE_MODELS}/ -name "${LANGNAME}*.udpipe" | head -1)}
@@ -51,11 +67,11 @@ all: index.html
 
 all-wikis: index.html
 	for l in ${WIKILANGS}; do \
-	  ${MAKE} LANGID=$$l wiki-txt; \
+	  ${MAKE} LANGID=$$l extract-text; \
 	done
 
 
-wiki-txt: ${WIKI_TXT}
+extract-text: ${WIKI_TXT}
 prepare-model: ${LANGPAIR}/decoder.yml
 prepare-data: ${WIKI_PRE}
 translate: ${WIKI_SRC} ${WIKI_TRG}
@@ -66,8 +82,10 @@ print-names:
 	echo ${WIKI_JSON}
 
 
+## fetch the latest model
+## ---> TODO: should we fetch from ObjectStorage instead?
 
-${LANGPAIR}/decoder.yml:
+${LANGPAIR}/${MODELNAME}/decoder.yml:
 ifneq (${MODELZIP},)
 	mkdir -p ${dir $@}
 	cp ${MODELZIP} ${dir $@}
@@ -75,45 +93,66 @@ ifneq (${MODELZIP},)
 endif
 
 
-%.${LANGPAIR}.${SRC}.spm.gz: %.${SRC}.gz
+## pre-process data
+## ---> TODO: does that work for multilingual data that need prefix?
+
+${LANGPAIR}/%_${MODELNAME}.${LANGPAIR}.${SRC}.spm.gz: %.${SRC}.gz
 ifneq (${MODELZIP},)
-	${MAKE} ${LANGPAIR}/decoder.yml
+	mkdir -p ${dir $@}
+	${MAKE} ${LANGPAIR}/${MODELNAME}/decoder.yml
 	zcat $< |\
-	${LANGPAIR}/preprocess.sh af ${LANGPAIR}/source.spm |\
-	perl -pe 'print if (split(/\s+/)>${MAX_LENGTH});' |\
+	${LANGPAIR}/${MODELNAME}/preprocess.sh ${SRC} ${LANGPAIR}/${MODELNAME}/source.spm |\
+	perl -e 'while (<>){next if (split(/\s+/)>${MAX_LENGTH});print;}' |\
+	head -${MAX_SENTENCES} |\
 	gzip -c > $@
 endif
 
+
+## merge SentencePiece segments in the source text
+## (Why? because we filter out some data from the original wiki text, see above)
+
 ${WIKI_SRC}: ${WIKI_PRE}
 ifneq (${MODELZIP},)
+	mkdir -p ${dir $@}
 	zcat $< |\
 	sed 's/ //g;s/▁/ /g' | \
 	sed 's/^ *//;s/ *$$//' |\
 	gzip -c > $@
 endif
 
+
+## translate
+
 %.${LANGPAIR}.${TRG}.gz: %.${LANGPAIR}.${SRC}.spm.gz
 ifneq (${MODELZIP},)
-	${MAKE} ${LANGPAIR}/decoder.yml
-	${LOADMODS} && cd ${LANGPAIR} && ${MARIAN}/marian-decoder \
+	mkdir -p ${dir $@}
+	${MAKE} ${LANGPAIR}/${MODELNAME}/decoder.yml
+	${LOADMODS} && cd ${LANGPAIR}/${MODELNAME} && ${MARIAN}/marian-decoder \
 		-i ${PWD}/$< \
 		-c decoder.yml \
 		-d ${MARIAN_GPUS} \
 		${MARIAN_DECODER_FLAGS} |\
 	sed 's/ //g;s/▁/ /g' | sed 's/^ *//;s/ *$$//' |\
 	gzip -c > ${PWD}/$@
+ifneq (${LANGPAIR},)
+ifneq (${MODELNAME},)
+	rm -fr ${LANGPAIR}/${MODELNAME}
+endif
+endif
 endif
 
 
 ## index of all downloadable files
 index.html:
-	wget -O $@ https://dumps.wikimedia.org/other/cirrussearch/current
+	wget -nv -O $@ https://dumps.wikimedia.org/other/cirrussearch/current
 
 ## wiki in json format
 ${WIKI_JSON}:
-	wget https://dumps.wikimedia.org/other/cirrussearch/current/${WIKI_JSON}
+	wget -nv https://dumps.wikimedia.org/other/cirrussearch/current/${WIKI_JSON}
 
 
+## check whether there is a UDPipe model
+## backoff to moses tools
 ifneq (${UDPIPE_MODEL},)
   SENTSPLITTER = udpipe --input=horizontal --tokenize \
 		${UDPIPE_MODELS}/${UDPIPE_MODEL} |\
diff --git a/backtranslate/README.md b/backtranslate/README.md
index 8267eba4..86591413 100644
--- a/backtranslate/README.md
+++ b/backtranslate/README.md
@@ -1,6 +1,15 @@
 
+# Translate data as synthetic training data
+
+Use Wiki data:
 
 * json processor: https://stedolan.github.io/jq/
 * wiki JSON dumps: https://dumps.wikimedia.org/other/cirrussearch/current/
 
+NOTE: this only works for SentencePiece models
 
+
+## TODO
+
+*  download base models from ObjectStorage
+*  make it work with multilingual models (need to adjust preprocess-scripts for those models)
diff --git a/finetune/Makefile b/finetune/Makefile
new file mode 100644
index 00000000..18e2ad9a
--- /dev/null
+++ b/finetune/Makefile
@@ -0,0 +1,225 @@
+#
+# fine-tune an existing model
+#
+#  make news-tune-data ...... create tunig data from newstest sets
+#  make all ................. tune and eval
+#
+#
+# NOTE: this only works for SentencePiece models
+#
+# TODO
+# - download base models from ObjectStorage
+# - make it work with multilingual models
+#   --> need to adjust preprocess-scripts for those models
+#
+
+include ../Makefile.env
+include ../Makefile.config
+include ../Makefile.slurm
+
+
+SRC       = en
+TRG       = de
+LANGPAIR  = ${SRC}-${TRG}
+MODEL     = news
+
+TRAIN_SRC = ${patsubst %.gz,%,$(wildcard ${LANGPAIR}/${MODEL}/train/*.${SRC}.gz)}
+DEV_SRC   = ${patsubst %.gz,%,$(wildcard ${LANGPAIR}/${MODEL}/dev/*.${SRC}.gz)}
+TEST_SRC  = ${patsubst %.gz,%,$(wildcard ${LANGPAIR}/${MODEL}/test/*.${SRC}.gz)}
+
+TRAIN_TRG = ${patsubst %.${SRC},%.${TRG},${TRAIN_SRC}}
+DEV_TRG   = ${patsubst %.${SRC},%.${TRG},${DEV_SRC}}
+TEST_TRG  = ${patsubst %.${SRC},%.${TRG},${TEST_SRC}}
+
+
+BASEMODELHOME     = ../models/${LANGPAIR}
+BASEMODELZIP      = ${lastword ${sort ${wildcard ${BASEMODELHOME}/*-20*.zip}}}
+BASEMODELNAME     = ${patsubst %.zip,%,${notdir ${BASEMODELZIP}}}
+
+
+TUNED_MODEL       = ${LANGPAIR}/${MODEL}/model/${BASEMODELNAME}_${MODEL}.transformer.model
+TUNED_MODEL_VOCAB = ${LANGPAIR}/${MODEL}/model/${BASEMODELNAME}_${MODEL}.vocab.yml
+
+
+MARIAN_WORKSPACE       = 5000
+MARIAN_VALID_FREQ     = 100
+MARIAN_SAVE_FREQ      = ${MARIAN_VALID_FREQ}
+MARIAN_DISP_FREQ      = ${MARIAN_VALID_FREQ}
+MARIAN_EARLY_STOPPING = 5
+
+
+
+
+.PHONY: all
+all: ${TEST_SRC}.${TRG}.compare
+
+
+.PHONY: news-enfi
+news-enfi:
+	${MAKE} SRC=en TRG=fi MODEL=news \
+		TRAIN_SRC=en-fi/news/train/newstest2015-2018.en \
+		TRAIN_TRG=en-fi/news/train/newstest2015-2018.fi \
+		DEV_SRC=en-fi/news/dev/newsdev2015-enfi.en \
+		DEV_TRG=en-fi/news/dev/newsdev2015-enfi.fi \
+		TEST_SRC=en-fi/news/test/newstest2019-enfi.en \
+		TEST_TRG=en-fi/news/test/newstest2019-enfi.fi \
+	all
+
+.PHONY: goethe-fide
+goethe-ende:
+	${MAKE} SRC=fi TRG=de MODEL=goethe \
+		TRAIN_SRC=fi-de/goethe/train/goethe-institute-train.fi \
+		TRAIN_TRG=fi-de/goethe/train/goethe-institute-train.de \
+		DEV_SRC=fi-de/goethe/dev/goethe-institute-dev1.fi \
+		DEV_TRG=fi-de/goethe/dev/goethe-institute-dev1.de \
+		TEST_SRC=fi-de/goethe/test/goethe-institute-test1.fi \
+		TEST_TRG=fi-de/goethe/test/goethe-institute-test1.de \
+	all
+
+
+
+## make news tuning data from testsets
+
+TESTSETS_HOME     = ../testsets/${LANGPAIR}
+NEWS_ALLSETS_SRC  = ${sort ${wildcard ${TESTSETS_HOME}/news*.${SRC}.gz}}
+NEWS_ALLSETS_TRG  = ${sort ${wildcard ${TESTSETS_HOME}/news*.${TRG}.gz}}
+NEWS_DEVSET_SRC   = ${firstword ${NEWS_ALLSETS_SRC}}
+NEWS_DEVSET_TRG   = ${firstword ${NEWS_ALLSETS_TRG}}
+NEWS_TESTSET_SRC  = ${lastword ${NEWS_ALLSETS_SRC}}
+NEWS_TESTSET_TRG  = ${lastword ${NEWS_ALLSETS_TRG}}
+NEWS_TRAINSET_SRC = ${filter-out ${NEWS_DEVSET_SRC} ${NEWS_TESTSET_SRC},${NEWS_ALLSETS_SRC}}
+NEWS_TRAINSET_TRG = ${filter-out ${NEWS_DEVSET_TRG} ${NEWS_TESTSET_TRG},${NEWS_ALLSETS_TRG}}
+
+.PHONY: news-tune-data
+news-tune-data:
+ifneq (${words ${NEWS_ALLSETS_SRC}},0)
+ifneq (${words ${NEWS_ALLSETS_SRC}},1)
+ifneq (${words ${NEWS_ALLSETS_SRC}},2)
+	mkdir -p ${LANGPAIR}/news/train
+	mkdir -p ${LANGPAIR}/news/dev
+	mkdir -p ${LANGPAIR}/news/test
+	cp ${NEWS_TESTSET_SRC} ${LANGPAIR}/news/test/
+	cp ${NEWS_TESTSET_TRG} ${LANGPAIR}/news/test/
+	cp ${NEWS_DEVSET_SRC} ${LANGPAIR}/news/dev/
+	cp ${NEWS_DEVSET_TRG} ${LANGPAIR}/news/dev/
+	zcat ${NEWS_TRAINSET_SRC} | gzip -c > ${LANGPAIR}/news/train/news.${SRC}.gz
+	zcat ${NEWS_TRAINSET_TRG} | gzip -c > ${LANGPAIR}/news/train/news.${TRG}.gz
+endif
+endif
+endif
+
+
+
+.PHONY: data
+data: ${TRAIN_SRC}.pre.gz ${TRAIN_TRG}.pre.gz ${DEV_SRC}.pre.gz ${DEV_TRG}.pre.gz
+
+.INTERMEDIATE: ${LANGPAIR}/${BASEMODELNAME}/decoder.yml
+${LANGPAIR}/${BASEMODELNAME}/decoder.yml:
+	mkdir -p ${dir $@}
+	cp ${BASEMODELZIP} ${dir $@}
+	cd ${dir $@} && unzip -u *.zip
+
+${TRAIN_SRC}.pre.gz ${DEV_SRC}.pre.gz ${TEST_SRC}.pre.gz: %.pre.gz: %.gz ${LANGPAIR}/${BASEMODELNAME}/decoder.yml
+	zcat $< |\
+	${LANGPAIR}/${BASEMODELNAME}/preprocess.sh ${SRC} ${LANGPAIR}/${BASEMODELNAME}/source.spm |\
+	gzip -c > $@
+
+${TRAIN_TRG}.pre.gz ${DEV_TRG}.pre.gz: %.pre.gz: %.gz ${LANGPAIR}/${BASEMODELNAME}/decoder.yml
+	zcat $< |\
+	${LANGPAIR}/${BASEMODELNAME}/preprocess.sh ${SRC} ${LANGPAIR}/${BASEMODELNAME}/target.spm |\
+	gzip -c > $@
+
+
+
+
+.PHONY: tune
+tune: ${TUNED_MODEL}.done
+
+## train transformer model
+${TUNED_MODEL}.npz.best-perplexity.npz: ${TUNED_MODEL}.done
+
+${TUNED_MODEL}.done: ${TRAIN_SRC}.pre.gz ${TRAIN_TRG}.pre.gz ${DEV_SRC}.pre.gz ${DEV_TRG}.pre.gz \
+		${LANGPAIR}/${BASEMODELNAME}/decoder.yml
+	mkdir -p ${dir $@}
+	if [ ! -e ${@:done=npz} ]; then \
+	  cp ${LANGPAIR}/${BASEMODELNAME}/*.npz ${@:done=npz}; \
+	  cp ${LANGPAIR}/${BASEMODELNAME}/*.vocab.yml ${TUNED_MODEL_VOCAB}; \
+	fi
+	${LOADMODS} && ${MARIAN}/marian ${MARIAN_EXTRA} \
+        --model $(@:.done=.npz) \
+	--type transformer \
+        --train-sets ${word 1,$^} ${word 2,$^} ${MARIAN_TRAIN_WEIGHTS} \
+        --max-length 500 \
+        --vocabs ${TUNED_MODEL_VOCAB} ${TUNED_MODEL_VOCAB} \
+        --mini-batch-fit \
+	-w ${MARIAN_WORKSPACE} \
+	--maxi-batch ${MARIAN_MAXI_BATCH} \
+        --early-stopping ${MARIAN_EARLY_STOPPING} \
+        --valid-freq ${MARIAN_VALID_FREQ} \
+	--save-freq ${MARIAN_SAVE_FREQ} \
+	--disp-freq ${MARIAN_DISP_FREQ} \
+        --valid-sets ${word 3,$^} ${word 4,$^} \
+        --valid-metrics perplexity \
+        --valid-mini-batch ${MARIAN_VALID_MINI_BATCH} \
+        --beam-size 12 --normalize 1 \
+        --log $(@:.model.done=.train.log) --valid-log $(@:.model.done=.valid.log) \
+        --enc-depth 6 --dec-depth 6 \
+        --transformer-heads 8 \
+        --transformer-postprocess-emb d \
+        --transformer-postprocess dan \
+        --transformer-dropout ${MARIAN_DROPOUT} \
+	--label-smoothing 0.1 \
+        --learn-rate 0.0003 --lr-warmup 16000 --lr-decay-inv-sqrt 16000 --lr-report \
+        --optimizer-params 0.9 0.98 1e-09 --clip-norm 5 \
+        --tied-embeddings-all \
+	--overwrite --keep-best \
+	--devices ${MARIAN_GPUS} \
+        --sync-sgd --seed ${SEED} \
+	--sqlite \
+	--tempdir ${TMPDIR} \
+        --exponential-smoothing
+	touch $@
+
+
+
+.PHONY: translate
+translate: ${TEST_SRC}.${TRG}.gz
+
+## translate test set
+${TEST_SRC}.${TRG}.gz: ${TEST_SRC}.pre.gz ${TUNED_MODEL}.npz.best-perplexity.npz
+	mkdir -p ${dir $@}
+	${LOADMODS} && ${MARIAN}/marian-decoder -i $< \
+		-c ${word 2,$^}.decoder.yml \
+		-d ${MARIAN_GPUS} \
+		${MARIAN_DECODER_FLAGS} |\
+	sed 's/ //g;s/▁/ /g' | sed 's/^ *//;s/ *$$//' |\
+	gzip -c > $@
+
+
+
+.PHONY: eval
+eval: ${TEST_SRC}.${TRG}.eval
+
+${TEST_SRC}.${TRG}.eval: ${TEST_SRC}.${TRG}.gz ${TEST_TRG}.gz
+	zcat ${TEST_TRG} > $@.ref
+	zcat $< | sacrebleu $@.ref > $@
+	zcat $< | sacrebleu --metrics=chrf --width=3 $@.ref >> $@
+	rm -f $@.ref
+
+
+
+.PHONY: compare
+compare: ${TEST_SRC}.${TRG}.compare
+
+${TEST_SRC}.${TRG}.compare: ${TEST_SRC}.${TRG}.eval
+	zcat ${TEST_SRC}.gz > $@.1
+	zcat ${TEST_TRG}.gz > $@.2
+	zcat ${<:.eval=.gz} > $@.3
+	paste -d "\n" $@.1 $@.2 $@.3 |\
+	sed 	-e "s/&apos;/'/g" \
+		-e 's/&quot;/"/g' \
+		-e 's/&lt;/</g' \
+		-e 's/&gt;/>/g' \
+		-e 's/&amp;/&/g' |\
+	sed 'n;n;G;' > $@
+	rm -f $@.1 $@.2 $@.3
diff --git a/finetune/README.md b/finetune/README.md
new file mode 100644
index 00000000..f2d6bd16
--- /dev/null
+++ b/finetune/README.md
@@ -0,0 +1,12 @@
+
+# Model fine-tuning
+
+Scripts for fine-tuning transformer models using some small in-domain data.
+
+* NOTE: this only works for SentencePiece models
+
+
+## TODO
+
+*  download base models from ObjectStorage
+*  make it work with multilingual models (need to adjust preprocess-scripts for those models)
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