diff --git a/promptsource/machine_translate.py b/promptsource/machine_translate.py
index 7361a21f4..85fff6bda 100644
--- a/promptsource/machine_translate.py
+++ b/promptsource/machine_translate.py
@@ -3,96 +3,47 @@
 
 from promptsource.templates import Template, TemplateCollection
 
-
-### XNLI
-
-PROMPTS = [
-    "GPT-3 style",
-    "can we infer",
-    "justified in saying",
-    "guaranteed/possible/impossible",
-    "MNLI crowdsource",
-]
-
-LANGS = [
-    "ar",
-    "es",
-    "fr",
-    "hi",
-    "sw",
-    "ur",
-    "vi",
-    "zh",
-]
-
-SOURCE_DATASET = TARGET_DATASET = "xnli"
-SOURCE_LANG = "en"
-
-
-### XCOPA
-
-PROMPTS = [
-    "best_option",
-    'C1 or C2? premise, so/because…',
-    "i_am_hesitating",
-    "cause_effect",
-    "plausible_alternatives",
-]
-
-LANGS = [
-    "id",
-    "sw",
-    "ta",
-    "vi",
-    "zh",
-]
-
-SOURCE_DATASET = "super_glue/copa"
-SOURCE_LANG = None
-TARGET_DATASET = "xcopa"
-
-### XSTORY_CLOZE
-
-PROMPTS = [
-    "Answer Given options",
-    'Choose Story Ending',
-    "Story Continuation and Options",
-    "Generate Ending",
-    "Novel Correct Ending",
-]
-
-LANGS = [
-    "ar",
-    "es",
-    "eu",
-    "hi",
-    "id",
-    "zh",
+DS_TO_ENG_PROMPT = {
+    "xcopa": "en",
+    "Muennighoff/xstory_cloze": "en",
+    "Muennighoff/xwinograd": "en",
+    'GEM/wiki_lingua': 'en_en', # Contains correct language names
+    'xnli': 'en',
+    "paws-x": "en",
+    "mlqa": "mlqa.en.en",
+    "xquad": "xquad.en",
+    "khalidalt/tydiqa-primary": "english",
+    "khalidalt/tydiqa-goldp": "english",
+    "pasinit/xlwic": "en",
+    "GEM/xlsum": "english",
+    "GEM/BiSECT": "en",
+}
+
+### ZH Datasets
+
+DATASETS = [
+    ('xquad', 'xquad.zh'),
+    # Context & Answer is in ZH
+    ('mlqa', 'mlqa.zh.ar'),
+    ('mlqa', 'mlqa.zh.vi'),
+    ('mlqa', 'mlqa.zh.es'),
+    ('mlqa', 'mlqa.zh.en'),
+    ('mlqa', 'mlqa.zh.hi'),
+    ('paws-x', 'zh'),
+    ('clue', 'c3'),
+    ('clue', 'cmrc2018'),
+    ('clue', 'csl'),
+    ('clue', 'drcd'),
+    ('clue', 'tnews'),
+    ('pasinit/xlwic', "xlwic_en_zh"),
+    ('GEM/xlsum', "chinese_simplified"),
+    # ('GEM/xlsum', "chinese_traditional"),
+    # For WikiLingua there are already ZH prompts (except for xp3long prompts)
+    ("xquad", )
 ]
 
-SOURCE_DATASET = TARGET_DATASET = "Muennighoff/xstory_cloze"
-SOURCE_LANG = "en"
-
-### XWINOGRAD
-
-PROMPTS = [
-    "Replace",
-    "stand for",
-    "True or False",
-    "does underscore refer to",
-    "underscore refer to",
-]
-
-LANGS = [
-    "fr",
-    "pt",
-    "zh",
-]
-
-SOURCE_DATASET = TARGET_DATASET = "Muennighoff/xwinograd"
-SOURCE_LANG = "en"
-
 
+LANG = "zh"
 
 # Path to key
 os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = "/Users/niklasmuennighoff/Desktop/gcp_translate_key.json"
@@ -147,22 +98,28 @@ def normalize_string(zh_string, en_string):
 
 
 template_collection = TemplateCollection()
-source_templates = template_collection.get_dataset(SOURCE_DATASET, SOURCE_LANG)
 
-for lang in LANGS:
-    target_templates = template_collection.get_dataset(TARGET_DATASET, lang)
+for (ds_name, subset_name) in DATASETS:
+
+    subset_name_eng = subset_name
+    if ds_name in DS_TO_ENG_PROMPT:
+        subset_name_eng = DS_TO_ENG_PROMPT[ds_name]
+
+    source_templates = template_collection.get_dataset(ds_name, subset_name_eng)
+    #for lang in LANGS:
+    target_templates = template_collection.get_dataset(ds_name, subset_name)
     for uid, template in source_templates.templates.items():
-        if template.name.strip() not in PROMPTS:
+        if not("xp3long" in template.name.strip()):# not in PROMPTS:
             continue
-        print(f"Translating {template.name.strip()} to {lang}")
+        print(f"Translating {template.name.strip()} to {LANG}")
         answer_choices = []
         if template.answer_choices is not None:
             choices = template.answer_choices.split("|||")
             for c in choices:
-                answer_choices.append(normalize_string(translate(lang, c.strip()), c.strip()))
+                answer_choices.append(normalize_string(translate(LANG, c.strip()), c.strip()))
         or_jinja = template.jinja.strip()
-        jinja = normalize_string(translate(lang, or_jinja), or_jinja)
-        template_name = template.name.strip() + f"_{lang}mt"
+        jinja = normalize_string(translate(LANG, or_jinja), or_jinja)
+        template_name = template.name.strip() + f"_{LANG}mt"
         target_template = Template(
             template_name, jinja=jinja, reference="", answer_choices=" ||| ".join(answer_choices)
         )
diff --git a/promptsource/templates.py b/promptsource/templates.py
index c26899659..8930686d8 100644
--- a/promptsource/templates.py
+++ b/promptsource/templates.py
@@ -841,6 +841,7 @@ def read_from_file(self) -> Dict:
                 "Please ignore this warning if you are creating new prompts for this dataset."
             )
             return {}
+        print(self.dataset_name, self.yaml_path)
         yaml_dict = yaml.load(open(self.yaml_path, "r"), Loader=yaml.FullLoader)
         return yaml_dict[self.TEMPLATES_KEY]
 
diff --git a/promptsource/templates/GEM/wiki_lingua/zh/templates.yaml b/promptsource/templates/GEM/wiki_lingua/zh/templates.yaml
index a95eade2b..f8ab32b96 100644
--- a/promptsource/templates/GEM/wiki_lingua/zh/templates.yaml
+++ b/promptsource/templates/GEM/wiki_lingua/zh/templates.yaml
@@ -71,3 +71,30 @@ templates:
       original_task: true
     name: summarize_above_zh
     reference: xsum templates
+  dfa7b514-7385-4855-bb90-253073a34fde: !Template
+    answer_choices: null
+    id: dfa7b514-7385-4855-bb90-253073a34fde
+    jinja: "{{target}}\n\n鉴于上述总结，为它写一个详细的文本。||| {{source}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: false
+      languages: []
+      metrics:
+      - ROUGE
+      - BLEU
+      original_task: true
+    name: xp3longwritearticle_zhmt
+    reference: ''
+  dff8b414-7485-4855-bb90-253073a34fde: !Template
+    answer_choices: null
+    id: dff8b414-7485-4855-bb90-253073a34fde
+    jinja: "{{target}}\n\n我对此很感兴趣，但我只有几分钟的时间。
+    你能不能给我最多前500个字符的详细解释关于那个？ ||| {{source[:500]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: false
+      languages: []
+      metrics:
+      - ROUGE
+      - BLEU
+      original_task: true
+    name: xp3longchars_zhmt
+    reference: ''
diff --git a/promptsource/templates/GEM/xlsum/chinese_simplified/templates.yaml b/promptsource/templates/GEM/xlsum/chinese_simplified/templates.yaml
new file mode 100644
index 000000000..21bfe3d1e
--- /dev/null
+++ b/promptsource/templates/GEM/xlsum/chinese_simplified/templates.yaml
@@ -0,0 +1,115 @@
+dataset: GEM/xlsum
+subset: chinese_simplified
+templates:
+  0bf9d87c-c6ac-4ff3-a956-e57ec434c4df: !Template
+    answer_choices: ''
+    id: 0bf9d87c-c6ac-4ff3-a956-e57ec434c4df
+    jinja: 标题：{{title}}\n给定上面虚构文章的标题，想象这篇文章。\n ||| {{text[:7000]}}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: imaginearticle_zhmt
+    reference: ''
+  70151209-fdd4-4b78-988d-629ff5da1239: !Template
+    answer_choices: ''
+    id: 70151209-fdd4-4b78-988d-629ff5da1239
+    jinja: '{{text[:1000]}}... 继续这篇文章，最多 4000 个字符：||| {{text[1000:5000]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  900008a7-0cde-4f0d-8fd3-2ff9cb5b36f1: !Template
+    answer_choices: ''
+    id: 900008a7-0cde-4f0d-8fd3-2ff9cb5b36f1
+    jinja: 给定以下文章的标题和摘要，生成一篇短篇文章或一篇长篇文章的开头以配合它们。标题：{{title}}\n摘要：{{target}}\n文章（最多
+      500 个字符）：||| {{text[:500]}}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longgenarticle_zhmt
+    reference: ''
+  9387daa0-a014-4df0-9d21-ff086dc5df4a: !Template
+    answer_choices: ''
+    id: 9387daa0-a014-4df0-9d21-ff086dc5df4a
+    jinja: 要总结的文档：{{text[:8500]}}\n以与文档相同的语言进行总结：||| {{target}}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: docsummary_zhmt
+    reference: ''
+  97e1cdb0-1c5d-4421-a15b-faf02cd812a8: !Template
+    answer_choices: ''
+    id: 97e1cdb0-1c5d-4421-a15b-faf02cd812a8
+    jinja: '{{text}} \n\n给我上面文章的好标题。 ||| {{title}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: goodtitle_zhmt
+    reference: ''
+  9d46d594-7463-4f74-bfd9-b5cbf804e94b: !Template
+    answer_choices: ''
+    id: 9d46d594-7463-4f74-bfd9-b5cbf804e94b
+    jinja: 标题：{{title}}\n给定上面虚构文章的标题，想象这篇文章。\n ||| {{text[:7000]}}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longimaginearticle_zhmt
+    reference: ''
+  bfd429f5-d75d-46a2-8224-874d1109c310: !Template
+    answer_choices: ''
+    id: bfd429f5-d75d-46a2-8224-874d1109c310
+    jinja: '{{title}}\n{{text[:5000]}}\n\ntl;博士：||| {{target}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: tldr_zhmt
+    reference: ''
+  d4f2980a-cb44-4e47-b6c3-3df858c82126: !Template
+    answer_choices: ''
+    id: d4f2980a-cb44-4e47-b6c3-3df858c82126
+    jinja: 给定以下文章的标题和摘要，生成一篇短篇文章或一篇长篇文章的开头以配合它们。标题：{{title}}\n摘要：{{target}}\n文章（最多
+      500 个字符）：||| {{text[:500]}}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: genarticle_zhmt
+    reference: ''
+  dca03c69-940f-46b0-acd8-16bbcbd6bec9: !Template
+    answer_choices: ''
+    id: dca03c69-940f-46b0-acd8-16bbcbd6bec9
+    jinja: '...{{text[3000:3500]}}... 写下文章的其余部分：||| {{text[5000:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longrest_zhmt
+    reference: ''
+  ff7e01a6-9c23-4228-85c8-b84432deeb50: !Template
+    answer_choices: ''
+    id: ff7e01a6-9c23-4228-85c8-b84432deeb50
+    jinja: 内容：{{text[:7000]}}\n前面的内容可以总结如下：||| {{target}}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: prevcontent_zhmt
+    reference: ''
diff --git a/promptsource/templates/Muennighoff/xstory_cloze/zh/templates.yaml b/promptsource/templates/Muennighoff/xstory_cloze/zh/templates.yaml
index 868b2e3e1..831fd8d95 100644
--- a/promptsource/templates/Muennighoff/xstory_cloze/zh/templates.yaml
+++ b/promptsource/templates/Muennighoff/xstory_cloze/zh/templates.yaml
@@ -99,3 +99,80 @@ templates:
       original_task: null
     name: Answer Given options_zhmt
     reference: ''
+  2a5546f9-a0e2-4fbb-aee8-b26ead2cf6b8: !Template
+    answer_choices: '{{sentence_quiz1}} ||| {{sentence_quiz2}}'
+    id: 2a5546f9-a0e2-4fbb-aee8-b26ead2cf6b8
+    jinja: '{{input_sentence_1}} {{input_sentence_2}} {{input_sentence_3}} {{input_sentence_4}}
+      下面那个选项能够延续故事的发展？
+      - {{answer_choices | join("\n- ")}} ||| {{answer_choices[answer_right_ending
+      -1]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: Answer Given options_zhht
+    reference: ''
+  2a9d66bc-eb77-4e7c-af6e-3d15b79d6cf1: !Template
+    answer_choices: '{{sentence_quiz1}} ||| {{sentence_quiz2}}'
+    id: 2a9d66bc-eb77-4e7c-af6e-3d15b79d6cf1
+    jinja: "请读这则故事：\n\n{{input_sentence_1}}\n{{input_sentence_2}}\n\
+      {{input_sentence_3}}\n{{input_sentence_4}}\n\n现在请选择贴切的结局: \n- {{answer_choices | join(\"\\\
+      n- \")}}\n|||\n\n{{answer_choices[answer_right_ending -1]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: Choose Story Ending_zhht
+    reference: ''
+  c5c8225f-2d3a-4691-bdd5-58956816702f: !Template
+    answer_choices: '{{sentence_quiz1}} ||| {{sentence_quiz2}}'
+    id: c5c8225f-2d3a-4691-bdd5-58956816702f
+    jinja: "哪个选项能够继续以下的故事？ \n\n{{input_sentence_1}}\n\
+      {{input_sentence_2}}\n{{input_sentence_3}}\n{{input_sentence_4}}\n\n选项如下:\n- {{answer_choices | join(\"\\n- \")}}\n|||\n\n{{answer_choices[answer_right_ending\
+      \ -1]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: Story Continuation and Options_zhht
+    reference: ''
+  cacca716-43cf-4954-a35c-655d775321e6: !Template
+    answer_choices: '{{sentence_quiz1}} ||| {{sentence_quiz2}}'
+    id: cacca716-43cf-4954-a35c-655d775321e6
+    jinja: '请为这则故事写出可能的结局: {{input_sentence_1}}
+      {{input_sentence_2}} {{input_sentence_3}} {{input_sentence_4}} ||| {{answer_choices[answer_right_ending
+      -1]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: false
+      languages:
+      - zh
+      metrics:
+      - BLEU
+      - ROUGE
+      original_task: false
+    name: Generate Ending_zhht
+    reference: ''
+  d6f3d112-4f97-449f-a911-03470d418f7d: !Template
+    answer_choices: '{{sentence_quiz1}} ||| {{sentence_quiz2}}'
+    id: d6f3d112-4f97-449f-a911-03470d418f7d
+    jinja: '我读了这则长篇故事：{{input_sentence_1}} {{input_sentence_2}}
+      {{input_sentence_3}} {{input_sentence_4}} 你觉得哪个是合适的结局？请从这些选项中作出选择：- {{answer_choices | join("\n-
+      ")}} ||| {{answer_choices[answer_right_ending -1]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: Novel Correct Ending_zhht
+    reference: ''
diff --git a/promptsource/templates/Muennighoff/xwinograd/zh/templates.yaml b/promptsource/templates/Muennighoff/xwinograd/zh/templates.yaml
index 53168d78c..5480c93ec 100644
--- a/promptsource/templates/Muennighoff/xwinograd/zh/templates.yaml
+++ b/promptsource/templates/Muennighoff/xwinograd/zh/templates.yaml
@@ -78,3 +78,77 @@ templates:
       original_task: null
     name: does underscore refer to_zhmt
     reference: ''
+  33d31908-4aee-4545-aff2-7528cbf39197: !Template
+    answer_choices: '{{option1}} ||| {{option2}}'
+    id: 33d31908-4aee-4545-aff2-7528cbf39197
+    jinja: "{{sentence}}\n把上个句子中的_替换成正确的选项:\
+      \ \n- {{option1}}\n- {{option2}}\n|||\n{% if answer == '1' %} {{option1}} {%\
+      \ else %} {{ option2 }} {% endif %}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: Replace_zhht
+    reference: ''
+  7f5f6d33-25e2-4394-b1f0-49a2a54767aa: !Template
+    answer_choices: True ||| False
+    id: 7f5f6d33-25e2-4394-b1f0-49a2a54767aa
+    jinja: '在以下的句子中，_ 指的是{{option1}}。 对否?
+      {{sentence}}|||
+      {{answer_choices[answer|int - 1]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: false
+    name: True or False_zhht
+    reference: ''
+  22f9679e-7b6c-4ee7-a348-e905ed9aaf9e: !Template
+    answer_choices: '{{ option1 }} ||| {{ option2 }}'
+    id: 22f9679e-7b6c-4ee7-a348-e905ed9aaf9e
+    jinja: '{{ sentence }} 在上个句子里, _ 指的是{{ option1 }}抑或{{ option2 }}? ||| {% if answer == ''1'' %} {{option1}} {% else %} {{ option2
+      }} {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: does underscore refer to_zhht
+    reference: ''
+  bd11cf1f-bda2-4757-b1b5-f1a20a3f7202: !Template
+    answer_choices: '{{option1}} ||| {{option2}}'
+    id: bd11cf1f-bda2-4757-b1b5-f1a20a3f7202
+    jinja: '{{sentence}}
+      _ 在上面的句子中指的是什么？{{ option1 }}还是{{ option2 }}? ||| {% if answer == ''1'' %} {{option1}} {% else %} {{ option2 }} {% endif
+      %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: underscore refer to_zhht
+    reference: ''
+  ec355d5d-bb5c-488c-93a0-4f90e6011c5d: !Template
+    answer_choices: '{{option1}} ||| {{option2}}'
+    id: ec355d5d-bb5c-488c-93a0-4f90e6011c5d
+    jinja: '在下面的句子里, _ 代表{{answer_choices[0]}}还是{{answer_choices[1]}}?
+      {{sentence}}|||
+      {{answer_choices[answer | int - 1]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: stand for_zhht
+    reference: ''
diff --git a/promptsource/templates/clue/c3/templates.yaml b/promptsource/templates/clue/c3/templates.yaml
index 7856a1a1f..996b226c1 100644
--- a/promptsource/templates/clue/c3/templates.yaml
+++ b/promptsource/templates/clue/c3/templates.yaml
@@ -1,6 +1,48 @@
 dataset: clue
 subset: c3
 templates:
+  28fc1d2b-30e5-4c37-9c87-14aa837df15e: !Template
+    answer_choices: ''
+    id: 28fc1d2b-30e5-4c37-9c87-14aa837df15e
+    jinja: '{% for statement in context %}
+
+      {{ statement }}
+
+      {% endfor %}
+
+      鉴于上面的对话/段落，问题“{{question}}”的答案是什么
+
+      |||
+
+      {{ answer }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer-question-interrogative-no-choices_zhmt
+    reference: ''
+  4d6c5a6c-b693-4118-8495-800b97500bf9: !Template
+    answer_choices: ''
+    id: 4d6c5a6c-b693-4118-8495-800b97500bf9
+    jinja: '段落：{% for statement in context %}
+
+      {{ statement }}
+
+      {% endfor %}
+
+      什么样的问题会引起 {{ answer }} 的回答响应？
+
+      |||
+
+      {{ question }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: generate_question_zhmt
+    reference: ''
   51b3c3fe-2fa2-474a-81f9-5b421c884109: !Template
     answer_choices: '{{ choice | join(" ||| ") }}'
     id: 51b3c3fe-2fa2-474a-81f9-5b421c884109
@@ -17,6 +59,31 @@ templates:
       original_task: true
     name: answer-question-affirmative
     reference: ''
+  51f68e4d-1440-4512-8f16-09c232085029: !Template
+    answer_choices: '{{ choice | join(" ||| ") }}'
+    id: 51f68e4d-1440-4512-8f16-09c232085029
+    jinja: "{% for statement in context %}
+
+      {{ statement }}
+
+      {% endfor %}
+
+      鉴于上面的对话/段落，使用以下选项回答问题“{{question}}”。
+
+      选项：
+
+      - {{ answer_choices | join('\n- ') }}
+
+      |||
+
+      {{ answer }}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer-question-affirmative_zhmt
+    reference: ''
   5e06f05f-d7dd-4329-b6d8-3a62dcdba838: !Template
     answer_choices: '{{ choice | join(" ||| ") }}'
     id: 5e06f05f-d7dd-4329-b6d8-3a62dcdba838
@@ -47,6 +114,29 @@ templates:
       original_task: false
     name: generate_question
     reference: ''
+  6fb601d3-16b4-4cc3-b1af-f653cb6df46f: !Template
+    answer_choices: '{{ choice | join('' ||| '') }}'
+    id: 6fb601d3-16b4-4cc3-b1af-f653cb6df46f
+    jinja: "段落：{% for statement in context %}
+
+      {{ statement }}
+
+      {% endfor %}
+
+      问题：“{{question}}”
+
+      答案选择：{{ answer_choices[:-1] | join(', ') }} 还是 {{ answer_choices[-1] }}？
+
+      |||
+
+      {{ answer }}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: question_choices_context_zhmt
+    reference: ''
   a5820d05-a8df-4e31-a284-6969e478174b: !Template
     answer_choices: '{{ choice | join('' ||| '') }}'
     id: a5820d05-a8df-4e31-a284-6969e478174b
@@ -63,6 +153,29 @@ templates:
       original_task: true
     name: answer-question-interrogative
     reference: ''
+  c0dc3493-f8ef-4c3b-9b30-8dcca5626fd6: !Template
+    answer_choices: '{{ choice | join('' ||| '') }}'
+    id: c0dc3493-f8ef-4c3b-9b30-8dcca5626fd6
+    jinja: "{% for statement in context %}
+
+      {{ statement }}
+
+      {% endfor %}
+
+      鉴于上面的对话/段落，问题“{{question}}”的答案是什么
+
+      答案选择：{{ answer_choices[:-1] | join(', ') }} 还是 {{ answer_choices[-1] }}？
+
+      |||
+
+      {{ answer }}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer-question-interrogative_zhmt
+    reference: ''
   f15acc3f-e067-488f-b426-f65aa604da55: !Template
     answer_choices: null
     id: f15acc3f-e067-488f-b426-f65aa604da55
diff --git a/promptsource/templates/clue/cmrc2018/templates.yaml b/promptsource/templates/clue/cmrc2018/templates.yaml
index fb5c0dd1c..dc04ad568 100644
--- a/promptsource/templates/clue/cmrc2018/templates.yaml
+++ b/promptsource/templates/clue/cmrc2018/templates.yaml
@@ -1,6 +1,17 @@
 dataset: clue
 subset: cmrc2018
 templates:
+  378f10bc-8e4f-492f-b581-625f221f1cdb: !Template
+    answer_choices: ''
+    id: 378f10bc-8e4f-492f-b581-625f221f1cdb
+    jinja: 问：{{ question }}你能写一些上下文来回答这个问题吗？ ||| {{ context }}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longctxt_zhmt
+    reference: ''
   3bba02e6-9266-418b-9ba0-4f71755cf3b6: !Template
     answer_choices: null
     id: 3bba02e6-9266-418b-9ba0-4f71755cf3b6
@@ -19,6 +30,23 @@ templates:
       original_task: false
     name: generate_question
     reference: ''
+  552242d1-9ca7-4487-848c-1891f4e0c955: !Template
+    answer_choices: ''
+    id: 552242d1-9ca7-4487-848c-1891f4e0c955
+    jinja: '{{ context }}
+
+      {{ question }} 的答案在上面的段落中。它是什么？
+
+      |||
+
+      {{ answers[''text''][0] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_in_the_passage_zhmt
+    reference: ''
   8fe02215-7881-4a61-a6e7-579680e40b9b: !Template
     answer_choices: null
     id: 8fe02215-7881-4a61-a6e7-579680e40b9b
@@ -77,8 +105,8 @@ templates:
   9fc15385-814e-419a-b862-2d4e06a58ef6: !Template
     answer_choices: null
     id: 9fc15385-814e-419a-b862-2d4e06a58ef6
-    jinja: 'Q: {{ question }}
-      Can you write some context to answer the question? ||| {{ context }}'
+    jinja: 'Q: {{ question }} Can you write some context to answer the question? |||
+      {{ context }}'
     metadata: !TemplateMetadata
       choices_in_prompt: false
       languages:
@@ -91,9 +119,9 @@ templates:
   9fc25385-814e-419a-b862-2d4e06a58ef6: !Template
     answer_choices: null
     id: 9fc25385-814e-419a-b862-2d4e06a58ef6
-    jinja: '{{ context[:answers["answer_start"][0]-5] }}... How would you 
-    continue the prior text to answer "{{ question }}"?
-    ||| {{ context[answers["answer_start"][0]-5:] }}'
+    jinja: '{{ context[:answers["answer_start"][0]-5] }}... How would you continue
+      the prior text to answer "{{ question }}"? ||| {{ context[answers["answer_start"][0]-5:]
+      }}'
     metadata: !TemplateMetadata
       choices_in_prompt: false
       languages:
@@ -103,3 +131,68 @@ templates:
       original_task: true
     name: xp3longcontinue
     reference: ''
+  da67ca89-a235-49b5-8e1a-db521910917c: !Template
+    answer_choices: ''
+    id: da67ca89-a235-49b5-8e1a-db521910917c
+    jinja: '{{ context[:answers["answer_start"][0]-5] }}... 你将如何继续前面的文本来回答“{{ question
+      }}”？ ||| {{ context[answers["answer_start"][0]-5:] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  f9f87de0-0f6d-475e-9bf9-40fe1e37569f: !Template
+    answer_choices: ''
+    id: f9f87de0-0f6d-475e-9bf9-40fe1e37569f
+    jinja: '使用给定的上下文回答问题。
+
+      问题：{{ question }}
+
+      上下文：{{ context }}
+
+      答案：|||
+
+      {{ answers[''text''][0] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_following_question_zhmt
+    reference: ''
+  fe61c617-1fee-4ccd-8082-c42437e62832: !Template
+    answer_choices: ''
+    id: fe61c617-1fee-4ccd-8082-c42437e62832
+    jinja: '在考试中，你被问到 {{ question }}，你的任务是从以下段落中找到答案。
+
+      {{ context }}
+
+      答案是什么？
+
+      |||
+
+      {{ answers[''text''][0] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: in_an_exam_zhmt
+    reference: ''
+  ffb82913-abf7-4eec-b565-86497cd10448: !Template
+    answer_choices: ''
+    id: ffb82913-abf7-4eec-b565-86497cd10448
+    jinja: '给定这个上下文“{{ context }}”，生成一个返回“{{ answers[''text''][0] }}”答案的问题。
+
+      |||
+
+      {{ question }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: generate_question_zhmt
+    reference: ''
diff --git a/promptsource/templates/clue/csl/templates.yaml b/promptsource/templates/clue/csl/templates.yaml
index 6fe17c67e..1fe7548dd 100644
--- a/promptsource/templates/clue/csl/templates.yaml
+++ b/promptsource/templates/clue/csl/templates.yaml
@@ -66,6 +66,84 @@ templates:
       original_task: false
     name: generate_keywords
     reference: ''
+  4216973d-8f07-477d-a0d9-75fbc03f14be: !Template
+    answer_choices: 不 ||| 是的
+    id: 4216973d-8f07-477d-a0d9-75fbc03f14be
+    jinja: '一位学者使用“{{ keyword | join('', '') }}”作为搜索词。你认为搜索引擎会返回摘要“{{abst}}”吗？回答 {{
+      answer_choices[1] }} 或 {{ answer_choices[0] }}。
+
+      |||
+
+      {{ answer_choices[label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: search_terms_zhmt
+    reference: ''
+  65f16551-9794-44f5-bb16-4d97df0251ef: !Template
+    answer_choices: ''
+    id: 65f16551-9794-44f5-bb16-4d97df0251ef
+    jinja: '给定抽象{{abst}}，列出{{ keyword | length }} 关键字。
+
+      |||
+
+      {% if label == 1 %}
+
+      {{ keyword | join('', '') }}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: generate_keywords_zhmt
+    reference: ''
+  72cf15e7-e163-40bc-b391-beb2b3b1a3f5: !Template
+    answer_choices: 不 ||| 是的
+    id: 72cf15e7-e163-40bc-b391-beb2b3b1a3f5
+    jinja: 写一篇关于“{{ keyword | join(', ') }}”的摘要：||| {% if label == 1 %} {{abst}} {%
+      endif %}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longabst_zhmt
+    reference: ''
+  89851e70-f78d-4127-bdae-c39f1914d16f: !Template
+    answer_choices: 不 ||| 是的
+    id: 89851e70-f78d-4127-bdae-c39f1914d16f
+    jinja: '在约翰写完摘要“{{abst}}”之后，他写了这些关键字“{{ keyword | join('', '') }}”。你认为他选择的关键词是正确的吗？回答
+      {{ answer_choices[1]}} 或 {{ answer_choices[0]}}。
+
+      |||
+
+      {{ answer_choices[label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: write_keywords_after_abstract_zhmt
+    reference: ''
+  a77f23b8-de58-4475-9daf-8992108041b1: !Template
+    answer_choices: 不 ||| 是的
+    id: a77f23b8-de58-4475-9daf-8992108041b1
+    jinja: '这些关键字“{{ keyword | join('', '') }}”是否代表抽象“{{ abst }}”中的关键概念？
+
+      |||
+
+      {{ answer_choices[label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: do_represent_zhmt
+    reference: ''
   aaf47f6f-fd8f-4180-8d85-e4c7df088ac6: !Template
     answer_choices: no ||| yes
     id: aaf47f6f-fd8f-4180-8d85-e4c7df088ac6
@@ -91,11 +169,8 @@ templates:
   aff47f6f-fd8f-4180-8d85-e4c7df088ac6: !Template
     answer_choices: no ||| yes
     id: aff47f6f-fd8f-4180-8d85-e4c7df088ac6
-    jinja: 'Write an abstract about "{{ keyword | join('', '') }}":
-      |||
-      {% if label == 1 %}
-      {{abst}}
-      {% endif %}'
+    jinja: 'Write an abstract about "{{ keyword | join('', '') }}": ||| {% if label
+      == 1 %} {{abst}} {% endif %}'
     metadata: !TemplateMetadata
       choices_in_prompt: true
       languages:
diff --git a/promptsource/templates/clue/drcd/templates.yaml b/promptsource/templates/clue/drcd/templates.yaml
index ed51fb34c..e15835503 100644
--- a/promptsource/templates/clue/drcd/templates.yaml
+++ b/promptsource/templates/clue/drcd/templates.yaml
@@ -1,6 +1,23 @@
 dataset: clue
 subset: drcd
 templates:
+  0051dfc2-101c-4d2f-b33f-213df9da0672: !Template
+    answer_choices: ''
+    id: 0051dfc2-101c-4d2f-b33f-213df9da0672
+    jinja: '{{ context }}
+
+      {{ question }} 的答案在上面的段落中。它是什么？
+
+      |||
+
+      {{ answers[''text''][0] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_in_the_passage_zhmt
+    reference: ''
   2b2454d1-4375-4fb3-93a5-8c1e4ee605ea: !Template
     answer_choices: null
     id: 2b2454d1-4375-4fb3-93a5-8c1e4ee605ea
@@ -22,6 +39,29 @@ templates:
       original_task: true
     name: answer_following_question
     reference: ''
+  382d0afc-e2cc-4176-8532-1ca201d7ec51: !Template
+    answer_choices: ''
+    id: 382d0afc-e2cc-4176-8532-1ca201d7ec51
+    jinja: '{{context[:answers["answer_start"]-5]}}... 你将如何继续前面的文本来回答“{{ question}}”？ 
+    ||| {{context[answers["answer_start"]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  3c69b5c9-2dc0-463e-8cd2-afd6b6a99a7f: !Template
+    answer_choices: ''
+    id: 3c69b5c9-2dc0-463e-8cd2-afd6b6a99a7f
+    jinja: 在考试中，你被问到 {{ question }}，你的任务是找到回答问题的段落。写这样一段话：||| {{ context }}
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longpassage_zhmt
+    reference: ''
   41aebf75-a867-455b-a5dc-519ab83cf24f: !Template
     answer_choices: null
     id: 41aebf75-a867-455b-a5dc-519ab83cf24f
@@ -41,6 +81,73 @@ templates:
       original_task: true
     name: answer_in_the_passage
     reference: ''
+  438b48f0-f548-443f-a737-376cb9e81c39: !Template
+    answer_choices: ''
+    id: 438b48f0-f548-443f-a737-376cb9e81c39
+    jinja: '在考试中，你被问到 {{ question }}，你的任务是从以下段落中找到答案。
+
+      {{ context }}
+
+      答案是什么？
+
+      |||
+
+      {{ answers[''text''][0] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: in_an_exam_zhmt
+    reference: ''
+  529c5e7a-a842-4e93-bd73-3124e0ea2b0e: !Template
+    answer_choices: ''
+    id: 529c5e7a-a842-4e93-bd73-3124e0ea2b0e
+    jinja: '给定这个上下文“{{ context }}”，生成一个返回“{{ answers[''text''][0] }}”答案的问题。
+
+      |||
+
+      {{ question }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: generate_question_zhmt
+    reference: ''
+  9fc35386-814e-419a-b862-2d4e06a58ef6: !Template
+    answer_choices: null
+    id: 9fc35386-814e-419a-b862-2d4e06a58ef6
+    jinja: '{{context[:answers["answer_start"]-5]}}... How would you continue the
+      prior text to answer "{{ question }}"? ||| {{context[answers["answer_start"]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: false
+      languages:
+      - zh
+      metrics:
+      - Squad
+      original_task: true
+    name: xp3longcontinue
+    reference: ''
+  9fff93be-31ff-4517-918b-61ac87adc52b: !Template
+    answer_choices: ''
+    id: 9fff93be-31ff-4517-918b-61ac87adc52b
+    jinja: '使用给定的上下文回答问题。
+
+      问题：{{ question }}
+
+      上下文：{{ context }}
+
+      答案：|||
+
+      {{ answers[''text''][0] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_following_question_zhmt
+    reference: ''
   ac20087c-80a0-4965-8cab-d8cb6f90a555: !Template
     answer_choices: null
     id: ac20087c-80a0-4965-8cab-d8cb6f90a555
@@ -74,27 +181,11 @@ templates:
       original_task: true
     name: in_an_exam
     reference: ''
-  9fc35386-814e-419a-b862-2d4e06a58ef6: !Template
-    answer_choices: null
-    id: 9fc35386-814e-419a-b862-2d4e06a58ef6
-    jinja: '{{context[:answers["answer_start"]-5]}}... How would you 
-    continue the prior text to answer "{{ question }}"?
-    ||| {{context[answers["answer_start"]-5:]}}'
-    metadata: !TemplateMetadata
-      choices_in_prompt: false
-      languages:
-      - zh
-      metrics:
-      - Squad
-      original_task: true
-    name: xp3longcontinue
-    reference: ''
   b4684f23-b191-4e6d-9dc5-12b1d7d4cf49: !Template
     answer_choices: null
     id: b4684f23-b191-4e6d-9dc5-12b1d7d4cf49
-    jinja: "In an exam, you are asked {{ question }}, and you are tasked to find a passage
-    answering the question. Write such a passage: |||
-      {{ context }}"
+    jinja: 'In an exam, you are asked {{ question }}, and you are tasked to find a
+      passage answering the question. Write such a passage: ||| {{ context }}'
     metadata: !TemplateMetadata
       choices_in_prompt: false
       languages:
diff --git a/promptsource/templates/clue/tnews/templates.yaml b/promptsource/templates/clue/tnews/templates.yaml
index 685170cc5..d9ff1457e 100644
--- a/promptsource/templates/clue/tnews/templates.yaml
+++ b/promptsource/templates/clue/tnews/templates.yaml
@@ -1,6 +1,24 @@
 dataset: clue
 subset: tnews
 templates:
+  0c87f0d8-f102-4084-b75b-d37222d073bb: !Template
+    answer_choices: 故事 ||| 文化 ||| 娱乐 ||| 运动的 ||| 金融 ||| 房地产 ||| 车 ||| 教育 ||| 技术 |||
+      军队 ||| 旅行 ||| 世界新闻 ||| 股票 ||| 农业 ||| 游戏
+    id: 0c87f0d8-f102-4084-b75b-d37222d073bb
+    jinja: '将标题“{{ sentence }}”分为以下主题：
+
+      - {{ answer_choices | join(''\n- '') }}
+
+      主题：|||
+
+      {{ answer_choices[label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: classify_title_zhmt
+    reference: ''
   0c965fcd-d5e9-4e6a-b8ec-13253ed7bf4a: !Template
     answer_choices: story ||| culture ||| entertainment ||| sports ||| finance |||
       real estate ||| car ||| education ||| tech ||| military ||| travel ||| world
@@ -39,6 +57,42 @@ templates:
       original_task: true
     name: best_represent
     reference: ''
+  af75d29d-4dae-43f9-9f24-1919aafd1161: !Template
+    answer_choices: 故事 ||| 文化 ||| 娱乐 ||| 运动的 ||| 金融 ||| 房地产 ||| 车 ||| 教育 ||| 技术 |||
+      军队 ||| 旅行 ||| 世界新闻 ||| 股票 ||| 农业 ||| 游戏
+    id: af75d29d-4dae-43f9-9f24-1919aafd1161
+    jinja: '以下新闻标题“{{ sentence }}”属于什么主题？ {{ answer_choices[0] | capitalize }}, {{
+      answer_choices[1:-1] | join('', '') }} 还是 {{ answer_choices[-1] }}？
+
+      |||
+
+      {{ answer_choices[label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: what_title_zhmt
+    reference: ''
+  b87348c1-f990-4714-9326-4ece9b148777: !Template
+    answer_choices: 故事 ||| 文化 ||| 娱乐 ||| 运动的 ||| 金融 ||| 房地产 ||| 车 ||| 教育 ||| 技术 |||
+      军队 ||| 旅行 ||| 世界新闻 ||| 股票 ||| 农业 ||| 游戏
+    id: b87348c1-f990-4714-9326-4ece9b148777
+    jinja: '鉴于 {{answer_choices[:-1] | join('', '') }} 和 {{ answer_choices[-1] }}，指定它们中的哪一个最能代表以下句子：
+
+      {{ sentence }}
+
+
+      最佳：|||
+
+      {{ answer_choices[label] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: best_represent_zhmt
+    reference: ''
   c242254c-bf5d-4efb-9dc3-51717bab7f78: !Template
     answer_choices: story ||| culture ||| entertainment ||| sports ||| finance |||
       real estate ||| car ||| education ||| tech ||| military ||| travel ||| world
diff --git a/promptsource/templates/mlqa/mlqa.zh.ar/templates.yaml b/promptsource/templates/mlqa/mlqa.zh.ar/templates.yaml
new file mode 100644
index 000000000..2bbbed1cc
--- /dev/null
+++ b/promptsource/templates/mlqa/mlqa.zh.ar/templates.yaml
@@ -0,0 +1,127 @@
+dataset: mlqa
+subset: mlqa.zh.ar
+templates:
+  2c657c09-e3a1-4378-aa7e-b1dd1924f7cc: !Template
+    answer_choices: ''
+    id: 2c657c09-e3a1-4378-aa7e-b1dd1924f7cc
+    jinja: '参考下面的文章，然后用与文章相同的语言回答问题：
+
+
+      段落：{{context}}
+
+
+      问题：{{question}}
+
+      |||
+
+      {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: refercqa_zhmt
+    reference: ''
+  39c41a5f-9d6f-4e11-ae83-beb92b63a502: !Template
+    answer_choices: ''
+    id: 39c41a5f-9d6f-4e11-ae83-beb92b63a502
+    jinja: '我找到了一个用 {{answers.text[0]}} 回答“{{answers.text[0]}}”的文本。它以“{{ context[:10]
+      }}”开头。可以继续吗？
+
+      ||| {{ context[10:] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longanswers_zhmt
+    reference: ''
+  6b978f9e-7807-423f-8183-c7d6474cb4cf: !Template
+    answer_choices: ''
+    id: 6b978f9e-7807-423f-8183-c7d6474cb4cf
+    jinja: "问题：{{question}}\n 上下文：{{context}}\n 从上下文中回答：||| {{answers.text[0]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: qaanswera_zhmt
+    reference: ''
+  7d8f9396-f40e-4f51-b5cf-77d9cf57f5b7: !Template
+    answer_choices: ''
+    id: 7d8f9396-f40e-4f51-b5cf-77d9cf57f5b7
+    jinja: '{{context}}
+
+      问：{{question}}
+
+      参考上面的段落，用该段落的语言对给定问题的正确答案是||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: cqreferringa_zhmt
+    reference: ''
+  99585fd6-d507-4559-98a6-207a2cd6e048: !Template
+    answer_choices: ''
+    id: 99585fd6-d507-4559-98a6-207a2cd6e048
+    jinja: 'D：{{context}}
+
+
+      问：{{question}}
+
+
+      答：||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: dqa_zhmt
+    reference: ''
+  aae8b7c5-2761-4ed9-9a05-ad7aa7fa309f: !Template
+    answer_choices: ''
+    id: aae8b7c5-2761-4ed9-9a05-ad7aa7fa309f
+    jinja: '阅读下面的短文，然后从短文中选出正确的部分来回答下面的问题：
+
+      {{context}}
+
+      {{question}}
+
+      ||| {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: exractingcqa_zhmt
+    reference: ''
+  f3b58724-02ec-486c-86ba-43f1ed52a294: !Template
+    answer_choices: ''
+    id: f3b58724-02ec-486c-86ba-43f1ed52a294
+    jinja: '{{ context[:answers.answer_start[0]-5]}}... 继续上述操作，使其回答“{{question}}”：|||
+      {{ context[answers.answer_start[0]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  fcde6584-ceeb-41c4-8a21-94e3ae88fbb4: !Template
+    answer_choices: ''
+    id: fcde6584-ceeb-41c4-8a21-94e3ae88fbb4
+    jinja: '{{context}}
+
+
+      参考上述上下文，{{question}} |||
+
+
+      {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: creferenceqa_zhmt
+    reference: ''
diff --git a/promptsource/templates/mlqa/mlqa.zh.en/templates.yaml b/promptsource/templates/mlqa/mlqa.zh.en/templates.yaml
new file mode 100644
index 000000000..f8f70844c
--- /dev/null
+++ b/promptsource/templates/mlqa/mlqa.zh.en/templates.yaml
@@ -0,0 +1,127 @@
+dataset: mlqa
+subset: mlqa.zh.en
+templates:
+  162a8f4e-8803-4f20-8cd6-8b4a26db7100: !Template
+    answer_choices: ''
+    id: 162a8f4e-8803-4f20-8cd6-8b4a26db7100
+    jinja: '{{ context[:answers.answer_start[0]-5]}}... 继续上述操作，使其回答“{{question}}”：|||
+      {{ context[answers.answer_start[0]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  5b6d880d-bfa1-4aad-a752-b718550f2b59: !Template
+    answer_choices: ''
+    id: 5b6d880d-bfa1-4aad-a752-b718550f2b59
+    jinja: '参考下面的文章，然后用与文章相同的语言回答问题：
+
+
+      段落：{{context}}
+
+
+      问题：{{question}}
+
+      |||
+
+      {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: refercqa_zhmt
+    reference: ''
+  60bebfe7-c5e0-4baf-b13d-7336d817e2f3: !Template
+    answer_choices: ''
+    id: 60bebfe7-c5e0-4baf-b13d-7336d817e2f3
+    jinja: '阅读下面的短文，然后从短文中选出正确的部分来回答下面的问题：
+
+      {{context}}
+
+      {{question}}
+
+      ||| {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: exractingcqa_zhmt
+    reference: ''
+  73643780-0b67-4dc7-bfa8-307e49f6e8b7: !Template
+    answer_choices: ''
+    id: 73643780-0b67-4dc7-bfa8-307e49f6e8b7
+    jinja: 'D：{{context}}
+
+
+      问：{{question}}
+
+
+      答：||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: dqa_zhmt
+    reference: ''
+  a5ae3d3f-7b1b-4d75-9eb9-0a1aca64451a: !Template
+    answer_choices: ''
+    id: a5ae3d3f-7b1b-4d75-9eb9-0a1aca64451a
+    jinja: '{{context}}
+
+      问：{{question}}
+
+      参考上面的段落，用该段落的语言对给定问题的正确答案是||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: cqreferringa_zhmt
+    reference: ''
+  bea86653-af31-4f52-a8a6-845b4a6d6968: !Template
+    answer_choices: ''
+    id: bea86653-af31-4f52-a8a6-845b4a6d6968
+    jinja: '我找到了一个用 {{answers.text[0]}} 回答“{{answers.text[0]}}”的文本。它以“{{ context[:10]
+      }}”开头。可以继续吗？
+
+      ||| {{ context[10:] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longanswers_zhmt
+    reference: ''
+  c0d720bd-9026-49f2-89ec-19d3548ef515: !Template
+    answer_choices: ''
+    id: c0d720bd-9026-49f2-89ec-19d3548ef515
+    jinja: "问题：{{question}}\n 上下文：{{context}}\n 从上下文中回答：||| {{answers.text[0]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: qaanswera_zhmt
+    reference: ''
+  e0cd5099-d9ec-490c-95d4-e169445b62cc: !Template
+    answer_choices: ''
+    id: e0cd5099-d9ec-490c-95d4-e169445b62cc
+    jinja: '{{context}}
+
+
+      参考上述上下文，{{question}} |||
+
+
+      {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: creferenceqa_zhmt
+    reference: ''
diff --git a/promptsource/templates/mlqa/mlqa.zh.es/templates.yaml b/promptsource/templates/mlqa/mlqa.zh.es/templates.yaml
new file mode 100644
index 000000000..9ccda744f
--- /dev/null
+++ b/promptsource/templates/mlqa/mlqa.zh.es/templates.yaml
@@ -0,0 +1,127 @@
+dataset: mlqa
+subset: mlqa.zh.es
+templates:
+  1069a0e3-96fd-4f27-92da-56a8ee2046a5: !Template
+    answer_choices: ''
+    id: 1069a0e3-96fd-4f27-92da-56a8ee2046a5
+    jinja: '我找到了一个用 {{answers.text[0]}} 回答“{{answers.text[0]}}”的文本。它以“{{ context[:10]
+      }}”开头。可以继续吗？
+
+      ||| {{ context[10:] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longanswers_zhmt
+    reference: ''
+  1c34308f-4ba6-4b11-84db-d11c3be79c1f: !Template
+    answer_choices: ''
+    id: 1c34308f-4ba6-4b11-84db-d11c3be79c1f
+    jinja: 'D：{{context}}
+
+
+      问：{{question}}
+
+
+      答：||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: dqa_zhmt
+    reference: ''
+  1f7f989d-5d4d-448d-93a0-c7a8d2380d8c: !Template
+    answer_choices: ''
+    id: 1f7f989d-5d4d-448d-93a0-c7a8d2380d8c
+    jinja: '阅读下面的短文，然后从短文中选出正确的部分来回答下面的问题：
+
+      {{context}}
+
+      {{question}}
+
+      ||| {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: exractingcqa_zhmt
+    reference: ''
+  6080bbd7-e072-4483-8119-cc39ae0619d3: !Template
+    answer_choices: ''
+    id: 6080bbd7-e072-4483-8119-cc39ae0619d3
+    jinja: '{{context}}
+
+      问：{{question}}
+
+      参考上面的段落，用该段落的语言对给定问题的正确答案是||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: cqreferringa_zhmt
+    reference: ''
+  a6c02861-d050-440f-ac1e-c7124f303ca4: !Template
+    answer_choices: ''
+    id: a6c02861-d050-440f-ac1e-c7124f303ca4
+    jinja: "问题：{{question}}\n 上下文：{{context}}\n 从上下文中回答：||| {{answers.text[0]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: qaanswera_zhmt
+    reference: ''
+  ac07833e-0bd5-4870-8b6d-92db9bf2f152: !Template
+    answer_choices: ''
+    id: ac07833e-0bd5-4870-8b6d-92db9bf2f152
+    jinja: '参考下面的文章，然后用与文章相同的语言回答问题：
+
+
+      段落：{{context}}
+
+
+      问题：{{question}}
+
+      |||
+
+      {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: refercqa_zhmt
+    reference: ''
+  b6d74b4c-da58-464b-b5ba-8b3a101a233e: !Template
+    answer_choices: ''
+    id: b6d74b4c-da58-464b-b5ba-8b3a101a233e
+    jinja: '{{context}}
+
+
+      参考上述上下文，{{question}} |||
+
+
+      {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: creferenceqa_zhmt
+    reference: ''
+  decdbd29-f0ac-4dec-8a22-205add9ffa04: !Template
+    answer_choices: ''
+    id: decdbd29-f0ac-4dec-8a22-205add9ffa04
+    jinja: '{{ context[:answers.answer_start[0]-5]}}... 继续上述操作，使其回答“{{question}}”：|||
+      {{ context[answers.answer_start[0]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
diff --git a/promptsource/templates/mlqa/mlqa.zh.hi/templates.yaml b/promptsource/templates/mlqa/mlqa.zh.hi/templates.yaml
new file mode 100644
index 000000000..2c5d1c213
--- /dev/null
+++ b/promptsource/templates/mlqa/mlqa.zh.hi/templates.yaml
@@ -0,0 +1,127 @@
+dataset: mlqa
+subset: mlqa.zh.hi
+templates:
+  42b3f4ee-3993-460c-bf8a-b229b707ee98: !Template
+    answer_choices: ''
+    id: 42b3f4ee-3993-460c-bf8a-b229b707ee98
+    jinja: "问题：{{question}}\n 上下文：{{context}}\n 从上下文中回答：||| {{answers.text[0]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: qaanswera_zhmt
+    reference: ''
+  51dcde53-0c05-4df0-a89f-655f9e955d7c: !Template
+    answer_choices: ''
+    id: 51dcde53-0c05-4df0-a89f-655f9e955d7c
+    jinja: '{{context}}
+
+
+      参考上述上下文，{{question}} |||
+
+
+      {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: creferenceqa_zhmt
+    reference: ''
+  5d08f1de-f184-492f-b6d0-6054858e0ea1: !Template
+    answer_choices: ''
+    id: 5d08f1de-f184-492f-b6d0-6054858e0ea1
+    jinja: '我找到了一个用 {{answers.text[0]}} 回答“{{answers.text[0]}}”的文本。它以“{{ context[:10]
+      }}”开头。可以继续吗？
+
+      ||| {{ context[10:] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longanswers_zhmt
+    reference: ''
+  720ae38b-4393-4238-8bd6-3e36afa27ea6: !Template
+    answer_choices: ''
+    id: 720ae38b-4393-4238-8bd6-3e36afa27ea6
+    jinja: '参考下面的文章，然后用与文章相同的语言回答问题：
+
+
+      段落：{{context}}
+
+
+      问题：{{question}}
+
+      |||
+
+      {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: refercqa_zhmt
+    reference: ''
+  9bd32683-1dd0-4648-b946-ae408a216b26: !Template
+    answer_choices: ''
+    id: 9bd32683-1dd0-4648-b946-ae408a216b26
+    jinja: 'D：{{context}}
+
+
+      问：{{question}}
+
+
+      答：||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: dqa_zhmt
+    reference: ''
+  a521cfc3-4970-44f6-9399-e8ab1cfa3df8: !Template
+    answer_choices: ''
+    id: a521cfc3-4970-44f6-9399-e8ab1cfa3df8
+    jinja: '阅读下面的短文，然后从短文中选出正确的部分来回答下面的问题：
+
+      {{context}}
+
+      {{question}}
+
+      ||| {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: exractingcqa_zhmt
+    reference: ''
+  bb8e5370-a72c-44ce-af73-96cd638e1d12: !Template
+    answer_choices: ''
+    id: bb8e5370-a72c-44ce-af73-96cd638e1d12
+    jinja: '{{ context[:answers.answer_start[0]-5]}}... 继续上述操作，使其回答“{{question}}”：|||
+      {{ context[answers.answer_start[0]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  e2e1ea83-aa4c-4996-a9d3-972ddd3ec297: !Template
+    answer_choices: ''
+    id: e2e1ea83-aa4c-4996-a9d3-972ddd3ec297
+    jinja: '{{context}}
+
+      问：{{question}}
+
+      参考上面的段落，用该段落的语言对给定问题的正确答案是||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: cqreferringa_zhmt
+    reference: ''
diff --git a/promptsource/templates/mlqa/mlqa.zh.vi/templates.yaml b/promptsource/templates/mlqa/mlqa.zh.vi/templates.yaml
new file mode 100644
index 000000000..3083aad43
--- /dev/null
+++ b/promptsource/templates/mlqa/mlqa.zh.vi/templates.yaml
@@ -0,0 +1,127 @@
+dataset: mlqa
+subset: mlqa.zh.vi
+templates:
+  0b765eee-2ef0-4b95-97f2-9c7605f06087: !Template
+    answer_choices: ''
+    id: 0b765eee-2ef0-4b95-97f2-9c7605f06087
+    jinja: '阅读下面的短文，然后从短文中选出正确的部分来回答下面的问题：
+
+      {{context}}
+
+      {{question}}
+
+      ||| {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: exractingcqa_zhmt
+    reference: ''
+  0e53cfb8-2768-4e9c-bfc0-c129b59987d2: !Template
+    answer_choices: ''
+    id: 0e53cfb8-2768-4e9c-bfc0-c129b59987d2
+    jinja: '{{ context[:answers.answer_start[0]-5]}}... 继续上述操作，使其回答“{{question}}”：|||
+      {{ context[answers.answer_start[0]-5:]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longcontinue_zhmt
+    reference: ''
+  1ccb7491-4452-40bc-a704-5aae0a38c0f4: !Template
+    answer_choices: ''
+    id: 1ccb7491-4452-40bc-a704-5aae0a38c0f4
+    jinja: 'D：{{context}}
+
+
+      问：{{question}}
+
+
+      答：||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: dqa_zhmt
+    reference: ''
+  992e5e75-01cd-4aff-a13c-1daf13aedcd0: !Template
+    answer_choices: ''
+    id: 992e5e75-01cd-4aff-a13c-1daf13aedcd0
+    jinja: '我找到了一个用 {{answers.text[0]}} 回答“{{answers.text[0]}}”的文本。它以“{{ context[:10]
+      }}”开头。可以继续吗？
+
+      ||| {{ context[10:] }}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: xp3longanswers_zhmt
+    reference: ''
+  cf75a543-faeb-4471-8773-4d70e2c3c08c: !Template
+    answer_choices: ''
+    id: cf75a543-faeb-4471-8773-4d70e2c3c08c
+    jinja: "问题：{{question}}\n 上下文：{{context}}\n 从上下文中回答：||| {{answers.text[0]}}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: qaanswera_zhmt
+    reference: ''
+  d70b19b0-74cb-4625-a08d-2ca4be1da757: !Template
+    answer_choices: ''
+    id: d70b19b0-74cb-4625-a08d-2ca4be1da757
+    jinja: '参考下面的段落，然后用与段落相同的语言回答问题：
+
+
+      段落：{{context}}
+
+
+      问题：{{question}}
+
+      |||
+
+      {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: refercqa_zhmt
+    reference: ''
+  e04e225a-a5e6-4e0b-872e-7b13c4c6deb3: !Template
+    answer_choices: ''
+    id: e04e225a-a5e6-4e0b-872e-7b13c4c6deb3
+    jinja: '{{context}}
+
+
+      参考上述上下文，{{question}} |||
+
+
+      {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: creferenceqa_zhmt
+    reference: ''
+  f0c3071c-a94f-418a-9980-7097c4b4d7c8: !Template
+    answer_choices: ''
+    id: f0c3071c-a94f-418a-9980-7097c4b4d7c8
+    jinja: '{{context}}
+
+      问：{{question}}
+
+      参考上面的段落，用该段落的语言对给定问题的正确答案是||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: cqreferringa_zhmt
+    reference: ''
diff --git a/promptsource/templates/pasinit/xlwic/xlwic_en_zh/templates.yaml b/promptsource/templates/pasinit/xlwic/xlwic_en_zh/templates.yaml
new file mode 100644
index 000000000..c4277fc29
--- /dev/null
+++ b/promptsource/templates/pasinit/xlwic/xlwic_en_zh/templates.yaml
@@ -0,0 +1,219 @@
+dataset: pasinit/xlwic
+subset: xlwic_en_zh
+templates:
+  09504d75-457e-4a54-8ad1-7ca3b2104fe7: !Template
+    answer_choices: 不 ||| 是的
+    id: 09504d75-457e-4a54-8ad1-7ca3b2104fe7
+    jinja: '第 1 句：{{context_1}}
+
+      句子 2：{{context_2}}
+
+
+      确定单词“{{target_word}}”在两个句子中的使用是否相同。是还是不是？
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: same_sense_zhmt
+    reference: ''
+  123f732d-44a2-4215-87cd-f21ad10ca905: !Template
+    answer_choices: 不 ||| 是的
+    id: 123f732d-44a2-4215-87cd-f21ad10ca905
+    jinja: '家庭作业
+
+
+      判断“{{target_word}}”这个词在以下两个句子中的含义是否相同。回答是或否。
+
+      {{context_1}}
+
+      {{context_2}}
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: grammar_homework_zhmt
+    reference: ''
+  687e7297-1f5e-47b6-8e5a-51667f3033f4: !Template
+    answer_choices: 不 ||| 是的
+    id: 687e7297-1f5e-47b6-8e5a-51667f3033f4
+    jinja: '{{context_1}}
+
+      {{context_2}}
+
+      {{target_word}} 的类似意义？
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: similar-sense_zhmt
+    reference: ''
+  6e431c33-dfde-4f76-83bc-a44e6cf14b69: !Template
+    answer_choices: 不 ||| 是的
+    id: 6e431c33-dfde-4f76-83bc-a44e6cf14b69
+    jinja: '“{{target_word}}”这个词有多种含义。第 1 句和第 2 句的意思相同吗？是还是不是？
+
+
+      第 1 句：{{context_1}}
+
+      句子 2：{{context_2}}
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: polysemous_zhmt
+    reference: ''
+  73aa2454-4356-40ef-b846-fa4d854b814f: !Template
+    answer_choices: 不 ||| 是的
+    id: 73aa2454-4356-40ef-b846-fa4d854b814f
+    jinja: '确定以下两个句子中是否以相同的方式使用了单词“{{target_word}}”。
+
+      {{context_1}}
+
+      {{context_2}}
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: question-context_zhmt
+    reference: ''
+  9fe902a6-744f-414b-91ce-50178f5c9be8: !Template
+    answer_choices: 不 ||| 是的
+    id: 9fe902a6-744f-414b-91ce-50178f5c9be8
+    jinja: '{{context_1}}
+
+      {{context_2}}
+
+      问题：“{{target_word}}”这个词在上面两个句子中的含义是否相同？
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: GPT-3-prompt_zhmt
+    reference: ''
+  a866bce3-7166-477a-b0b6-9302fdfbe561: !Template
+    answer_choices: 不 ||| 是的
+    id: a866bce3-7166-477a-b0b6-9302fdfbe561
+    jinja: '“{{target_word}}”这个词在这两个句子中是否具有相同的含义？是的，不是吗？
+
+      {{context_1}}
+
+      {{context_2}}
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: question-context-meaning-with-label_zhmt
+    reference: ''
+  cff7bb69-4f52-4148-8a1c-f901e4e8bf11: !Template
+    answer_choices: 不 ||| 是的
+    id: cff7bb69-4f52-4148-8a1c-f901e4e8bf11
+    jinja: '“{{target_word}}”这个词在这两个句子中是否具有相同的含义？
+
+      {{context_1}}
+
+      {{context_2}}
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: question-context-meaning_zhmt
+    reference: ''
+  d1938fc0-7719-4066-9cb6-9036505fadb0: !Template
+    answer_choices: 错误的 ||| 真的
+    id: d1938fc0-7719-4066-9cb6-9036505fadb0
+    jinja: '句子 A：{{context_1}}
+
+      句子 B：{{context_2}}
+
+
+      “{{target_word}}”在句子 A 和 B 中具有相似的含义。对还是错？
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: affirmation_true_or_false_zhmt
+    reference: ''
+  d1aa5411-d568-4fa9-b787-e5829bf9b463: !Template
+    answer_choices: 不 ||| 是的
+    id: d1aa5411-d568-4fa9-b787-e5829bf9b463
+    jinja: '{{context_1}}
+
+      {{context_2}}
+
+      问题：“{{target_word}}”这个词在上面两个句子中的含义是否相同？是的，不是吗？
+
+      ||| {% if label != -1%}
+
+      {{answer_choices[label]}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: GPT-3-prompt-with-label_zhmt
+    reference: ''
diff --git a/promptsource/templates/paws-x/zh/templates.yaml b/promptsource/templates/paws-x/zh/templates.yaml
new file mode 100644
index 000000000..1e9b76778
--- /dev/null
+++ b/promptsource/templates/paws-x/zh/templates.yaml
@@ -0,0 +1,225 @@
+dataset: paws-x
+subset: zh
+templates:
+  0a450b84-66bb-4697-8137-bb223de517e0: !Template
+    answer_choices: 不 ||| 是的
+    id: 0a450b84-66bb-4697-8137-bb223de517e0
+    jinja: '第 1 句：{{sentence1}}
+
+      句子 2：{{sentence2}}
+
+      问题：我们可以将第 1 句改写为第 2 句吗？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: Rewrite-no-label_zhmt
+    reference: ''
+  11b72ab2-3a8f-4d23-b03e-bf75dc82ce77: !Template
+    answer_choices: 不 ||| 是的
+    id: 11b72ab2-3a8f-4d23-b03e-bf75dc82ce77
+    jinja: '{{sentence1}} 问题：{{sentence2}} 转述与否？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: PAWS-ANLI GPT3-no-label_zhmt
+    reference: ''
+  2e9c15db-fb24-4157-82be-03464ce73479: !Template
+    answer_choices: 不 ||| 是的
+    id: 2e9c15db-fb24-4157-82be-03464ce73479
+    jinja: '第 1 句：{{sentence1}}
+
+      句子 2：{{sentence2}}
+
+      问题：我们可以将第 1 句改写为第 2 句吗？是还是不是？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: Rewrite_zhmt
+    reference: ''
+  3a0714c3-9544-4b1c-b3cb-1e6cbcc3e41d: !Template
+    answer_choices: 不 ||| 是的
+    id: 3a0714c3-9544-4b1c-b3cb-1e6cbcc3e41d
+    jinja: '第 1 句：{{sentence1}}
+
+      句子 2：{{sentence2}}
+
+      问题：第 1 句是否对第 2 句进行了转述？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: Concatenation-no-label_zhmt
+    reference: ''
+  54a8cbde-cc16-4abd-80e6-b7e057a247a1: !Template
+    answer_choices: 不 ||| 是的
+    id: 54a8cbde-cc16-4abd-80e6-b7e057a247a1
+    jinja: '{{sentence1}}
+
+      这是对以下句子的转述吗？
+
+      {{sentence2}}？
+
+      是还是不是。
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: context-question_zhmt
+    reference: ''
+  6c74272e-9df6-4e36-bbe7-61703a68f82b: !Template
+    answer_choices: 不 ||| 是的
+    id: 6c74272e-9df6-4e36-bbe7-61703a68f82b
+    jinja: '第 1 句：{{sentence1}}
+
+      句子 2：{{sentence2}}
+
+      问题：第 1 句是否对第 2 句进行了转述？是还是不是？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: Concatenation_zhmt
+    reference: ''
+  8e3d798a-f886-4291-9fc4-18f43786b84b: !Template
+    answer_choices: 不 ||| 是的
+    id: 8e3d798a-f886-4291-9fc4-18f43786b84b
+    jinja: '第 1 句：{{sentence1}}
+
+      句子 2：{{sentence2}}
+
+      问：第1句和第2句表达的意思一样吗？是还是不是？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: Meaning_zhmt
+    reference: ''
+  a4df0518-d0a1-4092-9217-f0c11cd96ef8: !Template
+    answer_choices: 不 ||| 是的
+    id: a4df0518-d0a1-4092-9217-f0c11cd96ef8
+    jinja: '{{sentence1}}
+
+      这是对以下句子的转述吗？
+
+      {{sentence2}}？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: context-question-no-label_zhmt
+    reference: ''
+  aeab7810-808d-48ca-9dec-93fc26635991: !Template
+    answer_choices: 不 ||| 是的
+    id: aeab7810-808d-48ca-9dec-93fc26635991
+    jinja: '判断以下两个句子是否相互转述。
+
+      发送 1：{{sentence1}}
+
+      发送 2：{{sentence2}}
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: task_description-no-label_zhmt
+    reference: ''
+  b45b4873-b819-46d1-b9af-c4229eb8dbfd: !Template
+    answer_choices: 错误的 ||| 真的
+    id: b45b4873-b819-46d1-b9af-c4229eb8dbfd
+    jinja: '{{sentence1}} 问题：{{sentence2}} 对还是错？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: PAWS-ANLI GPT3_zhmt
+    reference: ''
+  e067afb8-5f0f-48d0-b917-92dcfbcc3d9f: !Template
+    answer_choices: 不 ||| 是的
+    id: e067afb8-5f0f-48d0-b917-92dcfbcc3d9f
+    jinja: '第 1 句：{{sentence1}}
+
+      句子 2：{{sentence2}}
+
+      问：第1句和第2句表达的意思一样吗？
+
+      |||
+
+      {{answer_choices[label]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: Meaning-no-label_zhmt
+    reference: ''
+  ec43a8d0-b64a-4066-9f99-f19caa06ff50: !Template
+    answer_choices: ''
+    id: ec43a8d0-b64a-4066-9f99-f19caa06ff50
+    jinja: '{% if label == 1 %}
+
+      转述句子：{{sentence1}}
+
+      |||
+
+      {{sentence2}}
+
+      {% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: paraphrase-task_zhmt
+    reference: ''
diff --git a/promptsource/templates/xcopa/zh/templates.yaml b/promptsource/templates/xcopa/zh/templates.yaml
index e354805a5..4ee0ef4c2 100644
--- a/promptsource/templates/xcopa/zh/templates.yaml
+++ b/promptsource/templates/xcopa/zh/templates.yaml
@@ -92,3 +92,89 @@ templates:
       original_task: null
     name: i_am_hesitating_zhmt
     reference: ''
+  4822dc0c-b91c-44a9-8436-6e227e545859: !Template
+    answer_choices: '{{choice1}} ||| {{choice2}}'
+    id: 4822dc0c-b91c-44a9-8436-6e227e545859
+    jinja: "{{ premise }} \n\n我正在考虑两个选项。请帮我最有可能的{% if question == \"cause\" %}导因：{% else %}后果：{%\
+      \ endif %}\n- {{choice1}}\n- {{choice2}} ||| {% if label != -1 %}{{ answer_choices[label]\
+      \ }}{%endif%}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: i_am_hesitating_zhht
+    reference: ''
+  49e8644c-4e5a-48e5-a52a-12aa5b5d8d27: !Template
+    answer_choices: '{{choice1}} ||| {{choice2}}'
+    id: 49e8644c-4e5a-48e5-a52a-12aa5b5d8d27
+    jinja: '{{ premise }} {% if question == "cause" %}这个会发生是因为... {%
+      else %}结果是... {% endif %}
+
+      帮我挑选合适的选项：
+
+      - {{choice1}}
+
+      - {{choice2}} ||| {% if label != -1 %}{{ answer_choices[label] }}{%endif%}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: plausible_alternatives_zhht
+    reference: ''
+  5781b211-6eb9-49aa-880c-9669cbdb4017: !Template
+    answer_choices: '{{choice1}} ||| {{choice2}}'
+    id: 5781b211-6eb9-49aa-880c-9669cbdb4017
+    jinja: '"{{ answer_choices[0] }}"还是"{{ answer_choices[1] }}"? {{ premise }}
+      {% if question == "cause" %}因为{% else %}所以{% endif %} ||| {% if label
+      != -1 %}{{ answer_choices[label] }}{% endif %}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: C1 or C2? premise_zhht
+    reference: "Adapted from Perez et al. 2021 and Schick & Sch\xFCtz 2021."
+  9b9cc9a2-2ca9-43f5-9a1f-b5831ed5d77d: !Template
+    answer_choices: '{{choice1}} ||| {{choice2}}'
+    id: 9b9cc9a2-2ca9-43f5-9a1f-b5831ed5d77d
+    jinja: "{{ premise }} \n\n哪个是最好的答案?\n- {{choice1}}\n- {{choice2}}\n\
+      \n我们正在考虑{% if question == \"cause\" %}起因{% else %}后果\
+      \ {% endif %}\n||| {% if label != -1 %}{{answer_choices[label]}}{%endif%}"
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: best_option_zhht
+    reference: ''
+  bd78db22-6b60-40e4-840b-b2495153c738: !Template
+    answer_choices: '{{choice1}} ||| {{choice2}}'
+    id: bd78db22-6b60-40e4-840b-b2495153c738
+    jinja: '{{ premise }}
+
+
+      请选择最贴切的答案： {% if question == "cause" %}导因:{% else %}结果:
+      {% endif %}
+
+      - {{choice1}}
+
+      - {{choice2}} ||| {% if label != -1 %}{{ answer_choices[label] }}{%endif%}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: true
+      languages:
+      - zh
+      metrics:
+      - Accuracy
+      original_task: true
+    name: cause_effect_zhht
+    reference: ''
diff --git a/promptsource/templates/xquad/xquad.zh/templates.yaml b/promptsource/templates/xquad/xquad.zh/templates.yaml
new file mode 100644
index 000000000..e31f99b75
--- /dev/null
+++ b/promptsource/templates/xquad/xquad.zh/templates.yaml
@@ -0,0 +1,120 @@
+dataset: xquad
+subset: xquad.zh
+templates:
+  0e89de82-c36f-4520-830b-a267e7a8fd36: !Template
+    answer_choices: ''
+    id: 0e89de82-c36f-4520-830b-a267e7a8fd36
+    jinja: '阅读下面的短文，回答下面的问题：
+
+      {{context}}
+
+      {{question}}
+
+      ||| {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: read_passage_zhmt
+    reference: ''
+  261c8af4-66ac-4723-9d1c-3b4de045792d: !Template
+    answer_choices: ''
+    id: 261c8af4-66ac-4723-9d1c-3b4de045792d
+    jinja: '{{context}}
+
+
+      问：{{question}}
+
+
+      参考上面的段落，给定问题的正确答案是||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_given_context_and_question_zhmt
+    reference: ''
+  6cb98410-8b6e-4a1b-aff8-927299472184: !Template
+    answer_choices: ''
+    id: 6cb98410-8b6e-4a1b-aff8-927299472184
+    jinja: '参考下面的短文，回答下列问题：
+
+
+      段落：{{context}}
+
+
+      问题：{{question}}
+
+      |||
+
+      {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_question_given_context_zhmt
+    reference: ''
+  7ccc7635-e481-45e6-84fc-52afd76e8e0d: !Template
+    answer_choices: ''
+    id: 7ccc7635-e481-45e6-84fc-52afd76e8e0d
+    jinja: '{{context}}
+
+
+      从上面的段落中，一个以“{{answers["text"][0]}}" 为答案的合理问题将是：||| {{question}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: jeopardy_zhmt
+    reference: ''
+  8e0f1b8e-624d-4d1d-8844-9721af339732: !Template
+    answer_choices: ''
+    id: 8e0f1b8e-624d-4d1d-8844-9721af339732
+    jinja: '{{context}}
+
+
+      从上面的段落中产生一个问题：||| {{question}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: given_context_generate_question_zhmt
+    reference: ''
+  91964364-dcb8-46fd-88a4-e731482446a3: !Template
+    answer_choices: ''
+    id: 91964364-dcb8-46fd-88a4-e731482446a3
+    jinja: '{{context}}
+
+
+      参考上述上下文，{{question}} |||
+
+
+      {{answers.text[0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: answer_the_question_zhmt
+    reference: ''
+  cb18f7a5-1ecb-4729-a9fa-83dbd38e08cb: !Template
+    answer_choices: ''
+    id: cb18f7a5-1ecb-4729-a9fa-83dbd38e08cb
+    jinja: '{{context}}
+
+
+      问：{{question}}
+
+
+      答：||| {{answers["text"][0]}}'
+    metadata: !TemplateMetadata
+      choices_in_prompt: null
+      languages: null
+      metrics: null
+      original_task: null
+    name: given_context_answer_question_variation_zhmt
+    reference: ''