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>
American academic Kelly Ripa (born 1970), American actress and talk show host Kelly Rondestvedt (born 1975), American investment banker and German princess Kelly Rosen (born 1995), Estonian footballer Kelly Rowland (born 1981), American singer (Destiny's Child) Kelly Sildaru (born 2002), Estonian freestyle skier Kelly Smith (born 1978), English footballer Kelly Sotherton (born 1976), British heptathlete Kelly Stefanyshyn (born 1982), Canadian swimmer Kelly Timilty (1962-2012), American politician Masculine name Kelly Brown (born 1982), Scottish rugby player Kelly Blatz (born 1987), American actor and singer Kelly Chase (born 1967), Canadian ice hockey player and broadcaster Kelly Coleman (1938–2019), American basketball player Kelly C. Crabb (1946-2019), American lawyer Kelly DeVries (born 1956), American historian Kelly Allen Frank, American fugitive Kelly Gage (1925-2017), American lawyer and politician Kelly Gruber (born 1963), American baseball player Kelly Holcomb (born 1973), American football player Kelly Hrudey (born 1961), Canadian ice hockey player and broadcaster Kelly Johnson (1910–1990), American aeronautical engineer Kelly Johnson (born 1982), American baseball player Kelly D. Johnston (born 1956), American government official Kelly Jones (born 1964), American tennis player Kelly Jones (born 1974), Welsh musician Kelly Kirchbaum (born 1957), American football player Kelly Makin (fl. 2000s), Canadian television and movie director Kelly Mantle (born 1976), American actor, singer/songwriter, comedian, musician, drag queen and reality television personality Kelly McCarty (born 1975), American–Russian basketball player Kelly Monteith (born 1942), American comedian Kelly Olynyk (born 1991), Canadian basketball player Kelly Oubre (born 1995), American basketball player Kelly Paris (1957–2019), American basketball player Kelly Pavlik (born 1982), American boxer Kelly Perdew (born 1967), American businessman, winner of The Apprentice 2 Kelly Perine (born 1969), American actor Kelly Reno (born 1966), American actor Kelly Slater (born 1972), American surfer Kelly Stephen (Born 1980), Joint Director of Shared Planning Service Kelly Stinnett (born 1970), American baseball player Kelly Tang (born 1961), Singaporean composer Kelly Tripucka (born 1959), American basketball player Fictional characters Private Kelly, the main character in Kelly's Heroes Kelly Ashoona, character in Degrassi: The Next Generation Kelly Roberts, Barbie's younger sister Kelly, a female antagonist on the Teletoon Canadian animated sitcom Stoked Kelly, valley girl drag persona created by Liam Kyle Sullivan first for the video "Shoes" Kelly, signature of The Onion's editorial cartoonist Ward Sutton Kelly, a male poker friend of Bernie on The Bernie Mac Show Kelly, a character from The Ridonculous Race Kelly Bailey, played by Lauren Socha is a Misfits (TV series) character Dr. Kelly Brackett, played by Robert Fuller on the TV series Emergency! Kelly Bundy, played by Christina Applegate on the TV series Married... with Children Kelly Collins, DCOM in Cadet Kelly Kelly Cramer, on the soap opera One Life to Live Kelly Gaines, played by Jackie Swanson on the U.S. TV series Cheers Kelly Garrett (Charlie's Angels), played by Jaclyn Smith on the U.S. TV series Charlie's Angels Kelly Kapoor, played by Mindy Kaling on the U.S. version of The Office Kelly Leak, baseball-playing thug in the 1976 film The Bad News Bears Kelly Kapowski, played by Tiffani-Amber Thiessen on the U.S. TV series Saved by the Bell Kelly Prescott, "mean girl" in Meg Cabot's The Mediator Kelly Erin Hannon, played by Ellie Kemper on the U.S. version of The Office Kelly Taylor, played by Jennie Garth on the U.S. TV series Beverly Hills, 90210 Kelly Taylor, played by Brooke Kinsella on the British soap opera EastEnders Kelly Wainwright, played by Tanya Chisholm on the Nickelodeon TV series Big Time Rush Kelly Severide, played by Taylor Kinney on NBC's Chicago Fire Kelly Sutekh, a minor character in the Lorien Legacies series, is Adamus Sutekh's sister. Kelly Burkhardt, played by Mary Elizabeth
</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.