diff --git a/promptsource/templates/onestop_english/templates.yaml b/promptsource/templates/onestop_english/templates.yaml
index 2755e8a2c..4ade30f88 100644
--- a/promptsource/templates/onestop_english/templates.yaml
+++ b/promptsource/templates/onestop_english/templates.yaml
@@ -17,7 +17,8 @@ templates:
       {{ answer_choices [label] }}'
     metadata: !TemplateMetadata
       choices_in_prompt: true
-      metrics: []
+      metrics:
+      - Accuracy
       original_task: true
     name: esl_context
     reference: ''
@@ -28,7 +29,7 @@ templates:
 
 
       How would you rate the difficulty level of the passage above for automatic readability
-      assessment? {{"Elementary"}}, {{"Intermediate"}} or {{"Advanced"}} level?
+      assessment? {{"Elementary"}},  {{"Intermediate"}} or {{"Advanced"}} level?
 
 
       |||
@@ -37,10 +38,36 @@ templates:
       {{ answer_choices [label] }}'
     metadata: !TemplateMetadata
       choices_in_prompt: true
-      metrics: []
+      metrics:
+      - Accuracy
       original_task: true
     name: ara_context
     reference: ''
+  b0b076b8-b72b-4b71-8dd0-0b20877e001c: !Template
+    answer_choices: Elementary ||| Intermediate ||| Advanced
+    id: b0b076b8-b72b-4b71-8dd0-0b20877e001c
+    jinja: 'Look at the first three sentences of a story shown here: {{text.strip().split(''\n'')[:3]|join("\n")}}
+
+
+
+      Based on these three sentences alone, can you predict whether the entire story
+      is on the {{"Elementary"}}, {{"Intermediate"}} or {{"Advanced"}} level?
+
+
+
+
+
+      |||
+
+
+      {{ answer_choices [label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      metrics:
+      - Accuracy
+      original_task: false
+    name: determine_reading_level_from_the_first_three_sentences
+    reference: ''
   de75ccb8-c0ba-4510-abf8-649b42019cd5: !Template
     answer_choices: Elementary ||| Intermediate ||| Advanced
     id: de75ccb8-c0ba-4510-abf8-649b42019cd5
@@ -60,7 +87,8 @@ templates:
       {{ answer_choices [label] }}'
     metadata: !TemplateMetadata
       choices_in_prompt: true
-      metrics: []
+      metrics:
+      - Accuracy
       original_task: true
     name: esl_variation
     reference: ''
@@ -80,7 +108,8 @@ templates:
       {{ answer_choices [label] }}'
     metadata: !TemplateMetadata
       choices_in_prompt: true
-      metrics: []
+      metrics:
+      - Accuracy
       original_task: true
     name: assess
     reference: ''
@@ -88,12 +117,13 @@ templates:
     answer_choices: Elementary ||| Intermediate ||| Advanced
     id: fdc96a76-6415-437b-bf61-ef6d1d1b8645
     jinja: "Consider the following text passage: \n\n\"{{text}}\"\n\nHow would you\
-      \ assess the difficulty level for the task of generating a simplified version\
-      \ of the text passage above? Would it be at the {{\"Elementary\"}}, {{\"Intermediate\"\
-      }} or {{\"Advanced\"}} level?\n\n|||\n\n{{ answer_choices [label] }}"
+      \ assess the difficulty level for the task of simplifying the text passage above?\
+      \ Would it be at the {{\"Elementary\"}}, {{\"Intermediate\"}} or {{\"Advanced\"\
+      }} level?\n\n|||\n\n{{ answer_choices [label] }}"
     metadata: !TemplateMetadata
       choices_in_prompt: true
-      metrics: []
+      metrics:
+      - Accuracy
       original_task: true
     name: ats
     reference: ''
diff --git a/promptsource/templates/scientific_papers/pubmed/templates.yaml b/promptsource/templates/scientific_papers/pubmed/templates.yaml
index 4ae878482..f5207fd86 100644
--- a/promptsource/templates/scientific_papers/pubmed/templates.yaml
+++ b/promptsource/templates/scientific_papers/pubmed/templates.yaml
@@ -12,14 +12,17 @@ templates:
       {{ section_names.strip().split(''\n'')|join('', '')}}'
     metadata: !TemplateMetadata
       choices_in_prompt: null
-      metrics: []
+      metrics:
+      - BLEU
+      - ROUGE
+      - Other
       original_task: false
     name: get_section_names_from_abstract
     reference: Given the abstract, get the section names.
   7ef28be4-382c-46ee-9fd5-1c4d83aab433: !Template
     answer_choices: null
     id: 7ef28be4-382c-46ee-9fd5-1c4d83aab433
-    jinja: 'Prepare the first three sentences of a scientific article for the following
+    jinja: 'Write the first three sentences of a scientific article for the following
       abstract:
 
       {{abstract}}
@@ -28,41 +31,62 @@ templates:
 
       {{article.strip().split(''\n'')[:3]|join("\n")}}'
     metadata: !TemplateMetadata
-      choices_in_prompt: null
-      metrics: []
+      choices_in_prompt: false
+      metrics:
+      - BLEU
+      - ROUGE
       original_task: false
     name: generate_first_three_sentences_of_an_article_from_abstract
     reference: Given the abstract, generate first three sentences of the article.
   a34723df-0c10-4553-8323-99c4cfb53544: !Template
     answer_choices: null
     id: a34723df-0c10-4553-8323-99c4cfb53544
-    jinja: 'What would be the first line of scientific article for the following abstract:
-      {{ abstract }}
+    jinja: 'What would be the first line of a scientific article for the following
+      abstract: {{ abstract }}
 
       |||
 
       {{ article.strip().split(''\n'')[0] }}'
     metadata: !TemplateMetadata
-      choices_in_prompt: null
-      metrics: []
+      choices_in_prompt: false
+      metrics:
+      - BLEU
+      - ROUGE
       original_task: false
     name: generate_first_line_from_abstract
     reference: Given the abstract, generate the first line of the article.
   a8992de1-443f-4f6a-983a-99e10a34b328: !Template
     answer_choices: null
     id: a8992de1-443f-4f6a-983a-99e10a34b328
-    jinja: 'Write the first 100 words for a scientific article with following abstract
-      : {{ abstract }}
+    jinja: 'Write the first 100 words for a scientific article with the following
+      abstract : {{ abstract }}
 
       |||
 
       {{ article.strip().split('' '')[:100] |join('' '')}}'
     metadata: !TemplateMetadata
-      choices_in_prompt: null
-      metrics: []
+      choices_in_prompt: false
+      metrics:
+      - BLEU
+      - ROUGE
       original_task: false
     name: generate_first_100_words_for_article
     reference: Given the abstract, generate the first 100 words of the article.
+  e5a41fa1-3e81-4c74-ad73-6aab5e4855c7: !Template
+    answer_choices: null
+    id: e5a41fa1-3e81-4c74-ad73-6aab5e4855c7
+    jinja: "Suppose that you have an abstract for a scientific paper:   {{abstract}}\
+      \ \nand you have already written the first three sentences of the full article:\
+      \ {{article.strip().split('\\n')[:3]}}. \nPlease generate the next two sentences\
+      \ of the article.\n|||\n{{article.strip().split('\\n')[3:5]|join(\"\\n\")}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: false
+      metrics:
+      - BLEU
+      - ROUGE
+      original_task: false
+    name: write_sentences_4_and_5_from_sentences_1_2_3_and_abstract
+    reference: ''
   ff694788-2e84-49e7-8df3-2665b8c687f1: !Template
     answer_choices: null
     id: ff694788-2e84-49e7-8df3-2665b8c687f1
@@ -74,7 +98,9 @@ templates:
       {{ abstract.strip().split(''\n'')[0]}}'
     metadata: !TemplateMetadata
       choices_in_prompt: null
-      metrics: []
+      metrics:
+      - BLEU
+      - ROUGE
       original_task: false
     name: generate_first_line_abstract_from_first_three_lines_article
     reference: Given the first three lines of an article, write the first line of