diff --git a/egs/reverb/s5/local/get_results.sh b/egs/reverb/s5/local/get_results.sh
index 28aa15bb604..e1fca60a2dd 100755
--- a/egs/reverb/s5/local/get_results.sh
+++ b/egs/reverb/s5/local/get_results.sh
@@ -3,7 +3,6 @@
 # "Our baselines"
 echo "########################################"
 echo "GMM RESULTs:"
-dt_real_2ch_beamformit dt_simu_2ch_beamformit et_real_2ch_beamformit et_simu_2ch_beamformit dt_real_8ch_beamformit dt_simu_8ch_beamformit et_real_8ch_beamformit et_simu_8ch_beamformit
 echo "exp/tri3/decode_dt_real_1ch"
 cat exp/tri3/decode_dt_real_1ch/scoring_kaldi/best_wer*
 echo ""
@@ -16,6 +15,30 @@ echo ""
 echo "exp/tri3/decode_et_simu_1ch"
 cat exp/tri3/decode_et_simu_1ch/scoring_kaldi/best_wer*
 echo ""
+echo "exp/tri3/decode_dt_real_2ch_wpe"
+cat exp/tri3/decode_dt_real_2ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_dt_simu_2ch_wpe"
+cat exp/tri3/decode_dt_simu_2ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_et_real_2ch_wpe"
+cat exp/tri3/decode_et_real_2ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_et_simu_2ch_wpe"
+cat exp/tri3/decode_et_simu_2ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_dt_real_8ch_wpe"
+cat exp/tri3/decode_dt_real_8ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_dt_simu_8ch_wpe"
+cat exp/tri3/decode_dt_simu_8ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_et_real_8ch_wpe"
+cat exp/tri3/decode_et_real_8ch_wpe/scoring_kaldi/best_wer*
+echo ""
+echo "exp/tri3/decode_et_simu_8ch_wpe"
+cat exp/tri3/decode_et_simu_8ch_wpe/scoring_kaldi/best_wer*
+echo ""
 echo "exp/tri3/decode_dt_real_2ch_beamformit"
 cat exp/tri3/decode_dt_real_2ch_beamformit/scoring_kaldi/best_wer*
 echo ""
diff --git a/egs/reverb/s5/local/prepare_real_data.sh b/egs/reverb/s5/local/prepare_real_data.sh
index 2880d4bb195..2da51b9786b 100755
--- a/egs/reverb/s5/local/prepare_real_data.sh
+++ b/egs/reverb/s5/local/prepare_real_data.sh
@@ -81,10 +81,10 @@ for nch in 1 2 8; do
     for task in dt et; do
 	if [ ${task} == 'dt' ]; then
 	    audiodir=${reverb}/MC_WSJ_AV_Dev
-	    audiodir_wpe=${wavdir}/WPE/MC_WSJ_AV_Dev
+	    audiodir_wpe=${wavdir}/WPE/${nch}ch/MC_WSJ_AV_Dev
 	elif [ ${task} == 'et' ]; then
 	    audiodir=${reverb}/MC_WSJ_AV_Eval
-	    audiodir_wpe=${wavdir}/WPE/MC_WSJ_AV_Eval
+	    audiodir_wpe=${wavdir}/WPE/${nch}ch/MC_WSJ_AV_Eval
 	fi
 	for x in `ls ${taskdir} | grep RealData | grep _${task}_`; do
 	    perl -se 'while(<>){m:^\S+/[\w\-]*_(T\w{6,7})\.wav$: || die "Bad line $_"; $id = lc $1; print "$id $dir$_";}' -- -dir=${audiodir} ${taskdir}/$x |\
@@ -117,19 +117,23 @@ for nch in 1 2 8; do
     for task in dt et; do
 	datadir=data/${task}_real_${nch}ch
 	mkdir -p ${datadir}
-	sort ${dir}/${task}_real_${nch}ch_wpe_wav.scp > ${datadir}/wav.scp
+	sort ${dir}/${task}_real_${nch}ch_wav.scp > ${datadir}/wav.scp
 	sort ${dir}/${task}_real_${nch}ch.txt     > ${datadir}/text
 	sort ${dir}/${task}_real_${nch}ch.utt2spk > ${datadir}/utt2spk
 	sort ${dir}/${task}_real_${nch}ch.spk2utt > ${datadir}/spk2utt
 	./utils/fix_data_dir.sh ${datadir}
-    done
-done
-
-for nch in 2 8; do
-    for task in dt et; do
-	datadir=data/${task}_real_${nch}ch_beamformit
+	if [ ${nch} != 1 ]; then
+	    datadir=data/${task}_real_${nch}ch_beamformit
+	    mkdir -p ${datadir}
+	    sort ${dir}/${task}_real_1ch_wpe_wav.scp | sed -e "s/-[1-8]_/-bf${nch}_/" | sed -e "s/WPE\/1ch/WPE\/${nch}ch/" > ${datadir}/wav.scp
+	    sort ${dir}/${task}_real_1ch.txt     > ${datadir}/text
+	    sort ${dir}/${task}_real_1ch.utt2spk > ${datadir}/utt2spk
+	    sort ${dir}/${task}_real_1ch.spk2utt > ${datadir}/spk2utt
+	    ./utils/fix_data_dir.sh ${datadir}
+	fi
+	datadir=data/${task}_real_${nch}ch_wpe
 	mkdir -p ${datadir}
-	sort ${dir}/${task}_real_1ch_wpe_wav.scp | sed -e "s/-[1-8]_/-bf${nch}_/" > ${datadir}/wav.scp
+	sort ${dir}/${task}_real_1ch_wpe_wav.scp | sed -e "s/WPE\/1ch/WPE\/${nch}ch/" > ${datadir}/wav.scp
 	sort ${dir}/${task}_real_1ch.txt     > ${datadir}/text
 	sort ${dir}/${task}_real_1ch.utt2spk > ${datadir}/utt2spk
 	sort ${dir}/${task}_real_1ch.spk2utt > ${datadir}/spk2utt
diff --git a/egs/reverb/s5/local/prepare_simu_data.sh b/egs/reverb/s5/local/prepare_simu_data.sh
index b5c6001062c..cfdc226dd1e 100755
--- a/egs/reverb/s5/local/prepare_simu_data.sh
+++ b/egs/reverb/s5/local/prepare_simu_data.sh
@@ -50,7 +50,7 @@ for nch in 1 2 8; do
 	    sed -e "s/^\(...\)/\1_${x}_\1/"
     done > ${dir}/${task}_simu_${nch}ch_wav.scp
     for task in dt et; do
-	for x in `ls ${taskdir} | grep SimData | grep _${task}_`; do
+	for x in `ls ${taskdir} | grep SimData | grep _${task}_ | grep -e far -e near`; do
 	    perl -se 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, " ", $dir, $_, "\n"; } }' -- -dir=${reverb}/REVERB_WSJCAM0_${task}/data ${taskdir}/$x |\
 		sed -e "s/^\(...\)/\1_${x}_\1/"
 	done > ${dir}/${task}_simu_${nch}ch_wav.scp
@@ -58,19 +58,26 @@ for nch in 1 2 8; do
 
     task=tr
     for x in `ls ${taskdir} | grep SimData | grep _${task}_`; do
-	perl -se 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, " ", $dir, $_, "\n"; } }' -- -dir=${wavdir}/WPE/REVERB_WSJCAM0_${task}/data ${taskdir}/$x |\
+	perl -se 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, " ", $dir, $_, "\n"; } }' -- -dir=${wavdir}/WPE/${nch}ch/REVERB_WSJCAM0_${task}/data ${taskdir}/$x |\
 	    sed -e "s/^\(...\)/\1_${x}_\1/"
     done > ${dir}/${task}_simu_${nch}ch_wpe_wav.scp
     for task in dt et; do
-	for x in `ls ${taskdir} | grep SimData | grep _${task}_`; do
-	    perl -se 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, " ", $dir, $_, "\n"; } }' -- -dir=${wavdir}/WPE/REVERB_WSJCAM0_${task}/data ${taskdir}/$x |\
+	for x in `ls ${taskdir} | grep SimData | grep _${task}_ | grep -e far -e near`; do
+	    perl -se 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, " ", $dir, $_, "\n"; } }' -- -dir=${wavdir}/WPE/${nch}ch/REVERB_WSJCAM0_${task}/data ${taskdir}/$x |\
 		sed -e "s/^\(...\)/\1_${x}_\1/"
 	done > ${dir}/${task}_simu_${nch}ch_wpe_wav.scp
     done
 
     # make a transcript
-    for task in tr dt et; do
-	for x in `ls ${taskdir} | grep SimData | grep _${task}_`; do
+    task=tr
+    for x in `ls ${taskdir} | grep SimData | grep _${task}_`; do
+        perl -e 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, "\n"; } }' ${taskdir}/$x |\
+	    perl local/find_transcripts_singledot.pl ${dir}/${task}.dot |\
+	    sed -e "s/^\(...\)/\1_${x}_\1/"
+    done > ${dir}/${task}_simu_${nch}ch.trans1 || exit 1;
+    cat ${dir}/${task}_simu_${nch}ch.trans1 | local/normalize_transcript.pl ${noiseword} > ${dir}/${task}_simu_${nch}ch.txt || exit 1;
+    for task in dt et; do
+	for x in `ls ${taskdir} | grep SimData | grep _${task}_ | grep -e far -e near`; do
 	    perl -e 'while (<>) { chomp; if (m/\/(\w{8})[^\/]+$/) { print $1, "\n"; } }' ${taskdir}/$x |\
 		perl local/find_transcripts_singledot.pl ${dir}/${task}.dot |\
 		sed -e "s/^\(...\)/\1_${x}_\1/"
@@ -90,26 +97,28 @@ for nch in 1 2 8; do
     for task in tr dt et; do
 	datadir=data/${task}_simu_${nch}ch
 	mkdir -p ${datadir}
-	if [ ${task} == 'tr' ]; then
-	    sort ${dir}/${task}_simu_${nch}ch_wav.scp > ${datadir}/wav.scp
-	else
-	    sort ${dir}/${task}_simu_${nch}ch_wpe_wav.scp > ${datadir}/wav.scp
-	fi
+	sort ${dir}/${task}_simu_${nch}ch_wav.scp > ${datadir}/wav.scp
 	sort ${dir}/${task}_simu_${nch}ch.txt     > ${datadir}/text
 	sort ${dir}/${task}_simu_${nch}ch.utt2spk > ${datadir}/utt2spk
 	sort ${dir}/${task}_simu_${nch}ch.spk2utt > ${datadir}/spk2utt
 	./utils/fix_data_dir.sh ${datadir}
-    done
-done
-
-for nch in 2 8; do
-    for task in dt et; do
-	datadir=data/${task}_simu_${nch}ch_beamformit
-	mkdir -p ${datadir}
-	sort ${dir}/${task}_simu_1ch_wpe_wav.scp | sed -e "s/ch1/bf${nch}/" > ${datadir}/wav.scp
-	sort ${dir}/${task}_simu_1ch.txt     > ${datadir}/text
-	sort ${dir}/${task}_simu_1ch.utt2spk > ${datadir}/utt2spk
-	sort ${dir}/${task}_simu_1ch.spk2utt > ${datadir}/spk2utt
-	./utils/fix_data_dir.sh ${datadir}
+	if [ ${task} != 'tr' ]; then
+	    datadir=data/${task}_simu_${nch}ch_wpe
+	    mkdir -p ${datadir}
+	    sort ${dir}/${task}_simu_1ch_wpe_wav.scp | sed -e "s/WPE\/1ch/WPE\/${nch}ch/" > ${datadir}/wav.scp
+	    sort ${dir}/${task}_simu_1ch.txt     > ${datadir}/text
+	    sort ${dir}/${task}_simu_1ch.utt2spk > ${datadir}/utt2spk
+	    sort ${dir}/${task}_simu_1ch.spk2utt > ${datadir}/spk2utt
+	    ./utils/fix_data_dir.sh ${datadir}
+	    if [ ${nch} != 1 ]; then
+		datadir=data/${task}_simu_${nch}ch_beamformit
+		mkdir -p ${datadir}
+		sort ${dir}/${task}_simu_1ch_wpe_wav.scp | sed -e "s/ch1/bf${nch}/" | sed -e "s/WPE\/1ch/WPE\/${nch}ch/" > ${datadir}/wav.scp
+		sort ${dir}/${task}_simu_1ch.txt     > ${datadir}/text
+		sort ${dir}/${task}_simu_1ch.utt2spk > ${datadir}/utt2spk
+		sort ${dir}/${task}_simu_1ch.spk2utt > ${datadir}/spk2utt
+		./utils/fix_data_dir.sh ${datadir}
+	    fi
+	fi
     done
 done
diff --git a/egs/reverb/s5/local/run_beamform.sh b/egs/reverb/s5/local/run_beamform.sh
index 0549b2e34f2..1c8aade7287 100755
--- a/egs/reverb/s5/local/run_beamform.sh
+++ b/egs/reverb/s5/local/run_beamform.sh
@@ -7,7 +7,7 @@
 . ./path.sh
 
 # Config:
-nj=20
+nj=50
 cmd=run.pl
 
 . utils/parse_options.sh || exit 1;
diff --git a/egs/reverb/s5/local/run_wpe.sh b/egs/reverb/s5/local/run_wpe.sh
index 77ff6fffb31..d1ea56c6c55 100755
--- a/egs/reverb/s5/local/run_wpe.sh
+++ b/egs/reverb/s5/local/run_wpe.sh
@@ -6,7 +6,7 @@
 . ./path.sh
 
 # Config:
-nj=20
+nj=50
 cmd=run.pl
 
 . utils/parse_options.sh || exit 1;
@@ -104,7 +104,7 @@ for task in dt et; do
     done
 done
 
-for task in tr dt et; do
+for task in dt et; do
     for nch in 1 2 8; do
         wdir=exp/wpe_simu_${task}_${nch}ch
         mkdir -p $wdir/log
diff --git a/egs/reverb/s5/run.sh b/egs/reverb/s5/run.sh
index 39c56207da7..3cc3efca9e7 100755
--- a/egs/reverb/s5/run.sh
+++ b/egs/reverb/s5/run.sh
@@ -57,7 +57,7 @@ fi
 
 #training set and test set
 train_set=tr_simu_8ch
-test_sets="dt_real_1ch dt_simu_1ch et_real_1ch et_simu_1ch dt_real_2ch_beamformit dt_simu_2ch_beamformit et_real_2ch_beamformit et_simu_2ch_beamformit dt_real_8ch_beamformit dt_simu_8ch_beamformit et_real_8ch_beamformit et_simu_8ch_beamformit"
+test_sets="dt_real_1ch dt_simu_1ch et_real_1ch et_simu_1ch dt_real_2ch_beamformit dt_simu_2ch_beamformit et_real_2ch_beamformit et_simu_2ch_beamformit dt_real_8ch_beamformit dt_simu_8ch_beamformit et_real_8ch_beamformit et_simu_8ch_beamformit dt_real_1ch_wpe dt_simu_1ch_wpe et_real_1ch_wpe et_simu_1ch_wpe dt_real_2ch_wpe dt_simu_2ch_wpe et_real_2ch_wpe et_simu_2ch_wpe dt_real_8ch_wpe dt_simu_8ch_wpe et_real_8ch_wpe et_simu_8ch_wpe"
 
 # The language models with which to decode (tg_5k or bg_5k)
 lm="tg_5k"