diff --git a/README.md b/README.md
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 # idiomify-demo
 Cross-lingual reverse dictionary of English idioms 
+
+
+## Requirements
+- wandb
+- pytorch-lightning
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diff --git a/artifacts/wisdom2def_c.tsv b/artifacts/wisdom2def_c.tsv
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+beat around the bush	To fail to come to the important point about something
+beat around the bush	To speak vaguely or euphemistically so as to avoid talkingdirectly about an unpleasant or sensitive topic
+beat around the bush	Indirection in word or deed
+beat around the bush	to shilly-shally
+beat around the bush	to approach something in a roundabout way
+backhanded compliment	An insulting or negative comment disguised as praise.
+backhanded compliment	an unintended or ambiguous compliment.
+backhanded compliment	a remark which seems to be praising someone or something but which could also be understood as criticism
+backhanded compliment	a remark that seems to say something pleasant about a person but could also be an insult
+backhanded compliment	a remark that seems to express admiration but could also be understood as an insult
+steer clear of	To avoid someone or something.
+steer clear of	Stay away from
+steer clear of	take care to avoid or keep away from
+steer clear of	to avoid someone or something that seems unpleasant, dangerous, or likely to cause problems
+steer clear of	deliberately avoid someone
+dish it out	To voice harsh thoughts, criticisms, or insults.
+dish it out	To gossip about someone or something
+dish it out	To give something, or to tell something such as information or your opinions
+dish it out	someone easily criticizes other people but does not like it when other people criticize him or her
+dish it out	to criticize other people
+make headway	make progress with something that you are trying to achieve.
+make headway	make progress, especially when this is slow or difficult
+make headway	To advance.
+make headway	 to move forward or make progress
+make headway	to begin to succeed
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diff --git a/artifacts/wisdom2def_d.tsv b/artifacts/wisdom2def_d.tsv
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+beat around the bush	어떤 것에 대해 중요한 요점을 찾지 못하는 것
+beat around the bush	불쾌하거나 민감한 주제에 대해 직접적으로 이야기하는 것을 피하기 위해 모호하거나 완곡하게 말한다.
+beat around the bush	단어나 태도가 우회적이다
+beat around the bush	우물쭈물하다
+beat around the bush	우회적으로 접근하다
+backhanded compliment	칭찬으로 가장한 모욕적이거나 부정적인 논평
+backhanded compliment	의도하지 않거나 애매한 칭찬
+backhanded compliment	누군가를 칭찬하는 것 같지만 비판으로도 이해될 수 있는 말
+backhanded compliment	남을 기쁘게 하는 말 같지만 모욕이 될 수도 있는 말
+backhanded compliment	감탄하는 듯 하면서도 모욕으로 이해될 수 있는 말
+steer clear of	누군가나 뭔가를 피하다
+steer clear of	떨어져 지내다
+steer clear of	피하거나 멀리하도록 주의하다
+steer clear of	불쾌하거나 위험하거나 문제를 일으킬 것 같은 사람이나 물건을 피하다
+steer clear of	일부러 피하다
+dish it out	가혹한 생각, 비판, 또는 모욕의 목소리를 내는 것.
+dish it out	누군가 또는 무언가에 대해 험담하는 것
+dish it out	어떤 것을 주거나 정보나 당신의 의견과 같은 것을 말하는 것
+dish it out	다른 사람을 쉽게 비판하지만 다른 사람이 자신을 비판할때는 좋아하지 않음
+dish it out	다른 사람을  비판하다
+make headway	성취하고자 하는 어떤 것에 진척이 생기다
+make headway	특히 이것이 느리거나 어려울 때, 진전을 이루다.
+make headway	전진하다
+make headway	앞으로 나아가거나 진전을 이루다
+make headway	성공하기 시작하다
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