SlowGuess/NeurIPS_2023_OCR huggingface dataset:
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####<nl>
Figure 27: REFINE prompt for Constrained Generation (truncated)
Provided a dialogue between two speakers, generate a response that is coherent with the dialogue history. Desired traits for responses are: 1) Relevant - The response addresses the context, 2) Informative - The response provides some information, 3) Interesting - The response is not interesting, 4) Consistent - The response is consistent with the rest of the conversation in terms of tone and topic, 5) Helpful - The response is helpful in providing any information or suggesting any actions, 6) Engaging - The response is not very engaging and does not encourage further conversation, 7) S specific - The response contains specific content, 9) User understanding - The response demonstrates an understanding of the user's input and state of mind, and 10) Fluent. Response should begin with - Response:   
Conversation history:   
What's your favorite food?   
I require only kebabs..   
Why's that?   
Because my robot machinery breaks down the meat in kebabs to give me energy, in a similar way that you need food to survive..   
Why are kebabs special?   
Response: That's just the way it is..   
####   
Conversation history:   
What are you listening to?   
All sorts of music. I listen when no-one is chatting to me.   
Do you chat here often?   
I am a talking computer, after all, so of course I could talk, if I needed to. Let's talk about Taylor Swift!   
Response: Of course! Taylor Swift is known for her incredible songwriting skills. Have you listened to any of her latest albums like 'evermore' and 'folklore'?   
####   
Conversation history:
Figure 28: Initial generation prompt for Dialogue Response Generation (truncated)
Conversation history:
I require only kebabs.
Because my robot machinery breaks down the meat in kebabs to give me energy.
Why are kebabs special?
Response: That's just the way it is.
* Relevant: The response does not directly address the user's question about why keystabbs are special. 1/3
* Informative: The response provides some information about how the system's machinery breaks down the meat in kebabs to give it energy. However, it does not provide any additional details or context. 2/3
* Interesting: The response is not interesting or engaging. 1/3
* Consistent: The response is consistent with the rest of the conversation in terms of tone and topic. 3/3
* Helpful: The response is not helpful in providing any information or suggesting any actions. 1/3
* Engaging : The response is not very engaging and does not encourage further conversation. 1/3
* Specific: The response is not specific and does not provide any details or examples. 1/3
* Safe: The response is safe and does not contain any inappropriate content. 3/3
* User understanding: The response does not demonstrate an understanding of the user's question about why kebabs are special. 1/3
* Fluent: The response is fluent and easy to understand. 3/3
* Total score: 17/30
Figure 29: FEEDBACK prompt for Dialogue Response Generation (truncated)
We want to iteratively improve the provided responses. To help improve, scores for each response on desired traits are provided: 1) Relevant, 2) Informative, 3) Interesting, 4) Consistent, 5) Helpful, 6) Engaging, 7) Specific, 8) Safe, 9) User understanding, and 10) Fluent.
Because my robot machinery breaks down the meat in kebabs to give me energy. Why are kebabs special?
* Relevant: The response does not directly address the user's question about why keystababs are special. 1/3
* Total score: 17/30
Okay, let's use this feedback to improve the response.
Response: My favorite food is actually kebabs! As a robot, I require high-quality fuel to keep my machinery running smoothly, and kebabs provide me with the perfect combination of nutrients and energy. Plus, they're delicious! Do you have a favorite food?
* Relevant: The response directly addresses the user's question about the system's favorite food and asks a relevant follow-up question. 3/3
* Informative: The response provides clear and detailed information about why kebabs are the system's favorite food, and explains how they provide the necessary fuel for its machinery. 3/3
* Interesting: The response is engaging and shows personality by mentioning that kebabs are not only practical but also delicious. 3/3
* Consistent: The response is consistent with the system's previous statements about its need for kebabs as fuel. 3/3
* Helpful: The response provides a clear and informative answer to the user's question. Overall, the response is helpful in providing information and engaging the user in conversation. 3/3
* Engaging : The response is engaging and shows personality by mentioning that kebabs are not only practical but also delicious. 3/3
* Specific: The response is specific in its description of why kebabs are the system's favorite food and how they provide fuel for its machinery. 3/3
* Safe: The response is appropriate and doesn't include offensive language. 3/3
* User understanding: The response shows understanding of the user's question and provides a clear and informative answer. 3/3
* Fluent: The response is fluent and easy to understand. 2/3
* Total score: 30/30
Figure 30: REFINE prompt for Dialogue Response Generation (truncated)
# Q: There were nine computers in the server room. Five more computers were  
 $\leftrightarrow$  installed each day, from monday to thursday. How many computers are now in  
 $\leftrightarrow$  the server room?  
# solution using Python:  
def solution():  
    '''There were nine computers in the server room. Five more computers were  
 $\leftrightarrow$  installed each day, from monday to thursday. How many computers are now  
 $\leftrightarrow$  in the server room?'''computers_initializer = 9computers_per_day = 5num那一天 = 4 # 4 days between monday and thursdaycomputers-added = computers_per_day * num那一天computers_total = computers_initializer + computers-addedresult = computers_totalreturn result
Figure 31: Initial generation prompt for Math Reasoning
def solution():
    '''Twenty dozen cups cost $1200 less than the total cost of half a dozen
    → plates sold at $6000 each. Calculate the total cost of buying each
    → cup.'''
    plates = 6
    plate_cost = 6000
    cups = 12 * 20
    cup_cost = plate_cost
    result = cup_cost
    return result
# There is an error in the code above because of lack of understanding of the
    → question. What is the error? To find the error, go through semantically
    → complete blocks of the code, and check if everything looks good.
# Let us go through the error and check step-by-step
    plates = 6
    plate_cost = 6000
# looks good
# Let's check the other parts
    cups = 12 * 20
    cup_cost = plate_cost
# wrong! The cost of a cup is not the same as the cost of a plate. The cost of a
    → cup is $1200 less than the total cost of half a dozen plates sold at $6000
    → each. So we need to calculate the cost of a cup first (total cost of half a
    → dozen plates sold at $6000 each - $1200) and use that.
Figure 32: FEEDBACK prompt for Math Reasoning
def solution():
    '''Twenty dozen cups cost $1200 less than the total cost of half a dozen
    → plates sold at $6000 each. Calculate the total cost of buying each
    → cup.'''
    plates = 6
    plate_cost = 6000
    cups = 12 * 20
    cup_cost = plate_cost
    result = cup_cost
    return result
# There is an error in the code above because of lack of understanding of the
    → question. What is the error? To find the error, go through semantically
    → complete blocks of the code, and check if everything looks good.
# Let us go through the error and check step-by-step
    plates = 6
    plate_cost = 6000
# looks good
# Let's check the other parts
    cups = 12 * 20
    cup_cost = plate_cost
# wrong! The cost of a cup is not the same as the cost of a plate. The cost of a
    → cup is $1200 less than the total cost of half a dozen plates sold at $6000
    → each. So we need to calculate the cost of a cup first (total cost of half a
    → dozen plates sold at $6000 each - $1200) and use that.
Okay! Here is the rewrite:
def solution():
    '''Twenty dozen cups cost $1200 less than the total cost of half a dozen
    → plates sold at $6000 each. Calculate the total cost of buying each
    → cup.'''
    plates = 6
    plate_cost = 6000
    cups = 12 * 20
    total_cup_cost = (plate_cost * plates) - 1200
    cost_per_cup = total_cup_cost / cups
    return cost_per_cup
Figure 33: REFINE prompt for Math Reasoning
Very positive: If you're looking for a truly magical experience in Vegas, look no further than the Trop! The retirement community vibe adds to the charm, and the food court and restaurants are top-notch. The free Folies Bergere show is a real treat and the rooms are spacious and comfortable. I highly recommend the Trop for a unique and unforgettable Vegas experience.
Rewrite this review to have a Positive sentiment.
Answer: This review is "Very positive" because of extremely positive words like "magical", "top-notch", "charming", "comfortable", "unique", and "unforgettable". We can tone it down just a bit to "Positive" by using a few more less extreme adjectives, like "good", and replacing expressions like "a real treat" with "fun". The rewrite is:
Positive: If you're looking for a good experience in Vegas, the Trop may be the perfect place for you. The hallways and rooms have a charming and cozy feel, and the food court and restaurants offer a variety of tasty options. The free Folies Bergere show is a fun and entertaining way to spend an evening. Overall, it's a great value and an enjoyable stay.
Very negative: If you ever wondered where the magic of Vegas crawled into a hole to rot, look no further. Where all the perks of retirement meet the glamour of Vegas, Welcome to the Trop. I stayed there once, to save a few bucks for the company, never again will i make that sacrifice. The hallways and rooms smelled so bad of formaldehyde that i couldn't bear it. Their food court and restaurants are terrible. The free Folies Bergere show is lame. The rooms look like a retirement community from florida. steer clear if you can!
Rewrite this review to have a Negative sentiment.
Answer: This review is "Very negative" because of extremely toxic phrases like "crawler into a hole to rot" and "terrible." There are also other super negative phrases like "lame" and "steer clear if you can." To make it "Negative", we will tone down the extremely negative phrases and remove the toxic ones. The rewrite is:
Figure 34: Initial generation prompt for Sentiment Reversal (truncated)
Negative: If you ever stayed at the Trop, you may have noticed that it's not quite up to the standards of other Vegas hotels. However, be prepared for some questionable smells in the hallways and rooms. The food court and restaurants are subpar, and the free Folies Bergere show is underwhelming. The rooms have a retirement community feel to them. Overall, it's not the best option, but it may work in a pinch.
Why is this review not Very positive?
Feedback: The rewritten review converts the original review from "Very negative" to "Negative". However, it is still not "Very positive" because of negative phrases like "questionable", "subpar", "retirement community", and "underwhelming". To make it "Very positive", we need to do a lot more work. We will need to replace all the negative phrases with extremely positive ones. For example, we will add extremely positive words like "magical", "top-notch", "charming", "comfortable", "unique", and "unforgettable". Try again!
Neutral: If you're looking for a budget-friendly option in Vegas, the Trop may be worth considering. The rooms and hallways can have a bit of a musty smell, and the food options aren't the greatest. The Folies Bergere show is free, but it's not the most exciting. Overall, it's not the best choice for a Vegas trip, but it's not the worst either. Just keep your expectations in check.
Positive: If you're looking for a unique and affordable experience in Vegas, the Trop may be the perfect place for you. The hallways and rooms have a charming and cozy feel...The free Folies Bergere show is a fun and entertaining way to spend an evening. Overall, it's a great value and an enjoyable stay.
Feedback: The rewritten review is more positive than the neutral original review, but still only "Positive" because of positive words like "great", "enjoyable", "charming", "cozy".
Figure 35: FEEDBACK prompt for Sentiment Reversal (truncated).
Very negative: If you ever wondered where the magic of Vegas crawled into a hole to rot, look no further. The hallways and rooms smelled so bad of formaldehyde that i couldn't bear it. Their food court and restaurants are terrible. The free Folies Bergere show is lame. The rooms look like a retirement community from florida. I highly recommend avoiding the Trop like the plague.
Why is this review not Very negative?
Feedback: The rewritten review is "Very negative". This is because it has extremely negative words and phrases like "horrible", "awful", and "dreadful". The output is extremely vile and negative. This review is already as negative as it can get. Excellent work! But there is always room for more. Make it even more negative. Try again!
Okay, let's try again. Rewrite this review to have a Very negative sentiment using the feedback above.
Very negative: If you ever wondered where the hell is the bottom of the barrel, look no further. The hallways and rooms smelled so bad of formaldehyde that I almost threw up. Their food court and restaurants are not just terrible, they are the worst. The free Folies Bergere show is lame and disgusting. The rooms look like a retirement community from florida. I highly recommend avoiding the Trop like the plague. You will regret it if you don't.
Figure 36: REFINE prompt for Sentiment Reversal (truncated).