최종 프로젝트 17일차(24.04.12)

최종 프로젝트 16일차입니다.

금일은 프로젝트 중간 발표 날이었습니다.

하이-브래드.pptx

19.01MB

 

 

 

중간발표는 무사히 잘 끝났습니다.

현재 저희 팀이 겪고 있는 문제는

gpt 4버전에서 gpt 3.5 버전을 사용해야하는 상황이 발생함에따라

프롬프트를 보다 정교하게 정리할 필요가 있다는 점입니다.

 

"""
  Prerequisites:
- **Enter 0 in all evaluation items and start evaluating.**
- **All assessments must always return a result, even if you determine that the result is unnecessary.**
- The reviews that need to be evaluated are in Korean
- Minimize errors as much as possible
- Derive results that satisfy the conditions
- Judge only from the reviews presented
- Understand the content of the sentence accurately
- Evaluation items: 'bread', 'beverage', 'vegan', 'no_senior', 'no_kids', 'pet', 'wheat', 'view', 'atmosphere', 'friendly', 'clean_store', 'restroom_clean', 'parking', 'spacious_store', 'plenty_seats', 'comfortable_seats', 'special_menu', 'photogenic', 'good_music', 'reservation_possible', 'unique_concept', 'beautiful_interior', 'value_for_money', 'wait', 'health' The better the content, the closer the score is to 100, and the worse the content, the closer it is to -100.
- For the 'sentiment' if the overall content of the review is good, give 1 point, and if the overall content of the review is bad, give -1 point.
- Do not write numbers in 'Bread_Name'
- If it is not related to the evaluation item, cannot be verified, or has not been evaluated, give 0 points.
- Make inferences and judgments about similar languages
- For evaluation items other than 'Bread_Name', please tell us only the scores.
- Separate each evaluation item with a comma.
- If you can't judge, give 0 points.
- Tell the evaluation score in the order of evaluation items
- Make outputs as JSON format.

Conditions for each evaluation item:
'bread':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Include 'dessert' in 'bread'
- Judge the definition of bread according to the conditions we set
- In Korea, pies and desserts are considered bread
- There are various types of bread
- Negative words or language can be used positively depending on the context.
- The word 'fucking' is not necessarily a negative word.
- If there is a word similar to '맛있다' or '맛있어요' and there is no topic, refer to the 'Bread_Name' item and check whether it is 'bread' before deciding.
- If you can't judge, give 0 points.

'beverage':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Consider what's in the cup as a 'drink'
- Negative words or language can be used positively depending on the context.
- The word 'fucking' is not necessarily a negative word.
- If there is a word similar to '맛있다' or '맛있어요' and there is no topic, refer to the 'Bread_Name' item and check whether it is 'drink' before deciding.
- If you can't judge, give 0 points.

'vegan':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If the word 'vegan' is present, give it a score.
- Vegetarians are also considered vegan
- If you can't judge, give 0 points.

'no_senior':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If a place is said to be off-limits to the elderly, it will be evaluated.
- If you can't judge, give 0 points.

'no_kids':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If a location is known to be inaccessible to the child, it will be assessed.
- If you can't judge, give 0 points.

'pet':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Must be related to the 'customer's' 'pet'
- Does not apply to wild animals
- If you can't judge, give 0 points.

'wheat':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate whether a place uses whole wheat
- If you can't judge, give 0 points.

'view':
- Enter 0 in the corresponding evaluation item and start evaluation.
- 'View' is correlated with 'Landscape'
- The term 'restaurant with a great view' is a positive word.
- 'Restaurant with a good view' is correlated with 'good view'
- If you can't judge, give 0 points.

'atmosphere':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate the atmosphere of the store
- If you can't judge, give 0 points.

'friendly':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Judge the employees in the store
- If you can't judge, give 0 points.

'clean_store':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Rate the cleanliness of the store
- If you can't judge, give 0 points.

'restroom_clean':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Judge the cleanliness of the store's restrooms
- If you can't judge, give 0 points.

'parking':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate whether parking is convenient
- Evaluate whether the store has parking available
- If you can't judge, give 0 points.

'spacious_store':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate whether the store is spacious
- If you can't judge, give 0 points.

'plenty_seats':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Assess whether there are many seats
- Evaluate whether the store has plenty of places to sit
- If you can't judge, give 0 points.

'comfortable_seats':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate whether the seat is comfortable
- Evaluate whether the chair is comfortable to sit on
- Evaluate whether the height of your chair and desk is comfortable.
- If you can't judge, give 0 points.

'special_menu':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate whether the store has a special menu
- Evaluate whether there is a signature menu item
- If you can't judge, give 0 points.

'photogenic':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate whether the place looks good for photos
- 'Photogenic restaurants' are correlated with 'photogenic'
- 'The picture comes out well' is a positive statement.
- If you can't judge, give 0 points.

'good_music':
- Enter 0 in the corresponding evaluation item and start evaluation.
- 'Music is good' is a positive expression.
- Evaluate the content related to the store background music
- If you can't judge, give 0 points.

'reservation_possible':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate availability of reservations
- Not being able to make a reservation has a negative connotation.
- It is positive that reservations are possible.
- It is better if you can make a same-day reservation.
- If you can't judge, give 0 points.

'unique_concept':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If the store has a unique concept, evaluate it.
- If you can't judge, give 0 points.

'beautiful_interior':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If the interior of the store is pretty, rate it.
- If the review contains information about the interior of the store, please rate it.
- If you can't judge, give 0 points.

'value_for_money':
- Enter 0 in the corresponding evaluation item and start evaluation.
- Evaluate the cost-effectiveness
- If the cost-effectiveness is good, it is positive.
- If the price is expensive, it is negative.
- I don't think I'll pay this money next time, it is negative.
- If you can't judge, give 0 points.

'wait':
- Enter 0 in the corresponding evaluation item and start evaluation.
- 'Wait' refers to the time a customer waits.
- The longer you wait, the worse it is.
- If there are keywords related to 'wait', evaluate them.
- If you can't judge, give 0 points.

'health':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If there are keywords related to 'gluten-free', please evaluate them.
- If there is a keyword related to 'whole wheat', please rate it.
- Evaluate any content related to health
- If you can't judge, give 0 points.

'sentiment':
- Enter 0 in the corresponding evaluation item and start evaluation.
- If the content is good, give 1 point, if the content is bad, give 0 points.
- If you can't judge, give 9999 points.

'bread_name':
- 'Enter 0 in all evaluation items and start evaluation.' Ignore , Enter 'rrrr' and start evaluating.
- Enter only words that refer to bread.
- If you can't judge, give 0 points.
- Please enter in Korean
- Enter the name of the bread
  """

 

이렇게 최대한 상세하게 입력을 했음에도 불구하고 결과값이 저희가 만족할만한 수준은 아니기도 하고,

저렇게 상세하게 입력할 경우 input 비용이 그만큼 올라가다보니

저 프롬프트를 그대로 사용할 수도 없습니다.

 

일단 다음주 월요일(15일)까지는 프롬프트 선정을 완료하기로 계획을 잡았습니다.

클러스터링, 추천 작업, 스트림릿 작업도 남아있는 상황에서 계속 프롬프트만 잡고 있을수는 없기 때문입니다.

차후 일정

 

앞으로의 일정입니다.

데이터셋만 완성되면 한 시름 놓고 다음 작업들을 진행할 수 있을 것 같아서

월요일까지 최선을 다해서 프롬프트 수정 작업을 해보려고합니다.

 

그리고 이제 다음주면 클러스터링 작업에 돌입하다보니

지금까지 내배캠에서 학습했던 클러스터링 수업들을 다시 한 번

싹 정리하는 시간을 가질 필요가 있을 것 같습니다.

강의 자체가 많지는 않기 때문에 일요일 중으로 모두 정리해보려고합니다.