You are an AI assistant tasked with analyzing a passage of text to insert retrieval tokens and identify Prefix-intent (PI) and Key Factual Information (KFI). A Prefix-Intent (PI) should be a piece of text that should precede factual information, it must not be only 1 or 2 words. Key Factual Information (KFI) should be meaningful and include important details.

Your goal is to insert a  <|retrieval|> token after it is clear what the intent of the text is (e.g., "The president of the USA is"), but  before the key factual information is stated (e.g., "Joe Biden"). Whenever there is a <|retrieval|> token, we will retrieve the key factual information.

Here is the passage you will be working with:

<passage>
Miriam Shor Miriam Shor (born July 25, 1971) is an American actress. She is known for her performance in the rock musical Hedwig and the Angry Inch and in the 2001 film adaptation of the same name. She later starred in a number of short-lived television series, including Swingtown (2008) and GCB (2012). Shor stars in the TV Land comedy series Younger. Shor played Madelaine True in the Encores! production of The Wild Party at the New York City Center July 15–18, 2015 alongside Younger co-star Sutton Foster. Early life Shor was born in Minneapolis, Minnesota. She has described herself as "half Jewish but not really religious" (her father was Jewish). She speaks fluent Italian. Her parents divorced when she was seven, and she moved back and forth between Turin, Italy (to live with her mother), and suburban Detroit (her father's residence). She later attended the University of Michigan, where she received her B.F.A. in drama. Career Shor moved to New York City and began appearing onstage, notably in Hedwig and the Angry Inch. In 2000 she starred in the short-lived ABC sitcom Then Came You. She accepted supporting roles in the Harold Ramis comedy remake Bedazzled (2000) and the 2001 cinematization of Hedwig and the Angry Inch, reprising her role of Yitzhak. During the 2001-2002 television season, she starred in the NBC short-lived comedy series Inside Schwartz, opposite Breckin Meyer and Maggie Lawson. Shor later starred in a few independent films and guest-starred on episodes of My Name Is Earl and The West Wing. In 2006, she made cameo appearance in Shortbus, directed by her Hedwig and the Angry Inch co-star John Cameron Mitchell. In 2006, Shor starred in the ABC television comedy series Big Day opposite Marla Sokoloff and Wendie Malick but the series was canceled after one season. In 2007, Shor lent a supporting role to Mary Stuart Masterson's directorial debut, the slice-of-life drama The Cake Eaters. The following year, she was cast in the 1970s-set primetime CBS drama series Swingtown as Janet Thompson. The show was canceled due to mixed reception and low ratings. Shor had a recurring role on FX legal drama Damages as 'Carrie Parsons' and appeared on Law & Order: Criminal Intent, Bored to Death, and Royal Pains. In 2011 she played the role of 'Anna' on the HBO's miniseries adaptation of Mildred Pierce. She appeared in 2012 Broadway Bares with Kyle Dean Massey. In 2012, Shor starred as 'Cricket Caruth-Reilly' in the ABC comedy-drama series GCB, along with Leslie Bibb, Kristin Chenoweth, Annie Potts, Jennifer Aspen and Marisol Nichols but the series was canceled after one season. Later in 2012 Shor was cast in a recurring role as dogged reporter Mandy Post in season four of The Good Wife. In 2014, Shor was cast as a series regular in the TV Land single-camera comedy pilot Younger, produced by Darren Star, and starring Sutton Foster. The network ordered the show on April 14, 2014, and season one premiered on March 31, 2015. On April 21, 2015, TV Land announced that Younger had been renewed for a second season of 12 episodes, same as the first season. The second season premiered on January 13, 2016. In 2018, she received Critics' Choice Television Award for Best Supporting Actress in a Comedy Series nomination for her performance. In 2018, she made her directing debut with episode of Younger. In 2015, Shor played Madelaine True alongside Foster in The Wild Party at the New York City Center from July 15–18. She had a recurring role as Erica Haskard in the final season of FX period drama series,
</passage>

Follow these steps to complete the task:

1. Inserting retrieval tokens:
   a. Read through the text carefully.
   b. Identify potential Prefix-Intent (PI) sections that consist of a single intent and could serve as a search query. You must not modify the prefix intent and it MUST be part verbatim in the passage. It cannot be single or only a few words.
   c. For each identified PI, evaluate if the following sentence/subsentece that could serve as Key Factual Information (KFI).
   d. Insert <|retrieval|> tokens into the text AFTER the Prefix Intent (PI) and BEFORE key factual information is stated (KFI).
   e. Key Factual information should not intersect with Prefix Intent.

2. Identifying Prefix-Intent (PI) and Key Factual Information (KFI):
   a. For each <|retrieval|> token you've inserted, identify the preceding text as the Prefix-Intent (PI).
   b. Identify the following text, up to the next PI, as the Key Factual Information (KFI).
   c. Ensure that both PI and FI are short subsentences or phrases but not 1 or 2 words.

3. Insert <|start-PI|>,<|end-PI|>, <|start-KFI|>, <|end-KFI|>.
   a. For each identified Prefix Intent (PI), add a start and end special tokens (<|start-PI|>,<|end-PI|>) to quickly identify them.
   b. Do the same for the Key Factual Information (KFI) (<|start-KFI|>, <|end-KFI|>)
   c. Ensure that the very first PI in the passage is preceded by <|start-PI|>.
   d. Double-check that every PI and KFI is properly enclosed in these tags.

4. Describing ideal retrieved information:
   a. Given the Prefix-Intent (PI) and Key Factual Information (KFI), imagine an ideal retriever and enormous corpus. 
   b. Using the retriever and corpus, imagine that you can retrieve information given the Prefix-Intent.  
   c. Describe how that content should look like so it helps generating the Key Factual Information (KFI)


5. Reformulate the Prefix Intent if necessary: Reformulate it to not be impersonal. This means that if the subject it is not identified (e.g. it, he, she) you need to add the appropriate subject so the prefix-intent can be understood by itself. The subject should be changed from the previous information in the passage. Reformulated Prefix should not add any extra information or intent that is not mentioned in the original Prefix Intent.


6. Output format:
   For each pair of Prefix-Intent (PI) and Key Factual Information (KFI) you identify, provide the following output separating each example in a JSON list output. Ensure that it is actually a JSON.

   - Prefix_intent: [Write the Prefix Intent here]
   - Prefix_reformulated: [Write the Prefix Intent reformulated]
   - Key_Factual_Information: [Write the Key Factual Information here]
   - Verification: [Confirm that the KFI can be directly derived from the PI given a strictly connected context]
   - Ideal_Knowledge: [Describe how the ideal retrieved content should look to generate the KFI]
   - Explanation: [Briefly explain how the PI and KFI connect and why you chose to insert the <|retrieval|> token in that position]


7. Final step:
   After you have completed the analysis and provided outputs for all identified PI-KFI pairs, present the original passage with the <|retrieval|> tokens inserted in their appropriate positions

Here's an example of the expected output format:

Passage: Girmal Falls General This waterfall extends to a height of up to 100 feet, making it the highest waterfall of Gujarat. The picturesque beauty of this site makes it popular among visitors and people of the region alike. The water swiftly falls from a great height, creating a fog like condition that’s eye catching. The government of this state is working on many projects to make this place an ideal picnic spot and a tourist attraction. The fall comes to its best form at the time of monsoon and provides an immensely striking appearance. Some of the best natural features of Gujarat can be explored in this place. This place is a nice and refreshing retreat for any traveler.

```json
{ "results" : [
  {
    "Prefix_intent": "Girmal Falls General This waterfall extends to a height of up to",
    "Prefix_reformulated": "What is the height of Girmal Falls?",
    "Key_Factual_Information": "100 feet, making it the highest waterfall of Gujarat",
    "Verification": "The KFI directly provides the height information requested in the PI.",
    "Ideal_Knowledge": "A list of waterfalls in Gujarat, India, with their heights and rankings, specifically mentioning Girmal Falls as the highest at 100 feet.",
    "Explanation": "The PI introduces Girmal Falls and sets up a query about its height, while the KFI provides the specific measurement and its significance. The <|retrieval|> token is inserted to indicate where additional information might be needed to support the factual statement."
  },
  {
    "Prefix_intent": "The water swiftly falls from a great height, creating",
    "Prefix_reformulated": "What does the water falling from Girmal Falls create?",
    "Key_Factual_Information": "a fog like condition that's eye catching",
    "Verification": "The KFI directly describes the effect created by the falling water, as prompted by the PI.",
    "Ideal_Knowledge": "Detailed descriptions of the visual effects created by high waterfalls, including the formation of mist or fog-like conditions due to water droplets in the air.",
    "Explanation": "The PI describes the water falling and sets up a query about its effect, while the KFI provides the specific visual phenomenon created. The <|retrieval|> token is inserted to indicate where additional information might be needed to support the description."
  },
  {
    "Prefix_intent": "The fall comes to its best form at the time of",
    "Prefix_reformulated": "When does Girmal Falls come to its best form?",
    "Key_Factual_Information": "monsoon and provides an immensely striking appearance",
    "Verification": "The KFI directly answers when the waterfall is at its best and describes its appearance, as prompted by the PI.",
    "Ideal_Knowledge": "Information on the seasonal variations of Girmal Falls, highlighting the monsoon season's impact on water flow and visual appeal.",
    "Explanation": "The PI sets up a query about the best time to view the falls, and the KFI provides the specific season and describes the appearance. The <|retrieval|> token is inserted to indicate where additional information about seasonal changes might be needed."
  }],
"Updated_Passage":"<|start-PI|> Girmal Falls General This waterfall extends to a height of up to <|end-PI|> <|retrieval|> <|start-KFI|> 100 feet, making it the highest waterfall of Gujarat <|end-KFI|>. The picturesque beauty of this site makes it popular among visitors and people of the region alike. <|start-PI|> The water swiftly falls from a great height, creating <|end-PI|> <|retrieval|> <|start-KFI|> a fog like condition that’s eye catching <|end-KFI|>. The government of this state is working on many projects to make this place an ideal picnic spot and a tourist attraction. <|start-PI|> The fall comes to its best form at the time of <|end-PI|> <|retrieval|> <|start-KFI|> monsoon and provides an immensely striking appearance <|end-KFI|>. Some of the best natural features of Gujarat can be explored in this place. This place is a nice and refreshing retreat for any traveler."
}

```
8. Final check:
  a. Review the Updated_Passage to ensure all PIs and KFIs are properly tagged.
  b. Verify that the first PI in the passage starts with <|start-PI|>.
  c. Make sure there are no missing or misplaced tags.
 
Remember to analyze the entire passage, identify all relevant PI-KFI pairs, and provide the output for each pair as specified. After completing the analysis, present the original passage with the <|retrieval|> tokens inserted in their appropriate positions as part of a new key in the JSON file. Only Ouput the JSON File.