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>
WeatherTech SportsCar Championship. Richard McGee Morse (1922–2001), scholar of Latin American studies. Eric Munoz (1947–2009), member of the New Jersey General Assembly who died in office. Nancy Munoz (born 1954), member of the New Jersey General Assembly who took office following her husband's death. Heidi Neumark (born 1954), pastor and spiritual writer. Alexa Noel (born 2002), professional tennis player. Ryan O'Malley (born 1993), tight end with the Oakland Raiders of the NFL. Thomas E. O'Shea (1895–1918), United States Army corporal awarded the Medal of Honor posthumously for his actions during World War I. Margareta Pâslaru (born 1943), Romanian singer. Stephen Paulus (1949–2014), composer. Hugo Pfaltz (born 1931), politician who served two terms in the New Jersey General Assembly. Christopher Porrino (born 1967), lawyer who became New Jersey Attorney General in 2016. Jeff Porter (born 1985), track and field athlete who competes in the 110-meter hurdles and was named as part of the U.S. team at the 2016 Summer Olympics. Joe Porter (born 1985), professional football player. Monroe Jackson Rathbone II (1900–1976), chemical engineer and businessman who was the chairman, president, and CEO of Standard Oil of New Jersey. Dennis Ritchie (1941–2011), creator of the C programming language and co-inventor of the UNIX operating system. Bill Robinson (born 1929), jazz singer. David D. Rudolph (born 1949), member of the Maryland House of Delegates. George Erik Rupp (born 1942), former President of Rice University and Columbia University, who has headed the International Rescue Committee since 2002. Rex Ryan (born 1962), head coach of the Buffalo Bills. Eli Sagan (1927–2015), clothing manufacturer, author, George McGovern campaign staffer, and member of Richard Nixon's Enemies List. C. Thomas Schettino (1907–1983), Associate Justice of the New Jersey Supreme Court from 1959 to 1972. Craig Schiffer (born 1956), former Chief Executive Officer of the Americas of Dresdner Kleinwort. Herb Schmidt, soccer and lacrosse coach at Penn State University. Pat Shurmur (born 1965), former head coach of the New York Giants. James Sie (born 1962), voice actor. Scott Smith (born 1965), author of the novel A Simple Plan and the script of the film of the same name. Joseph Stamler (1911–1988), New Jersey Superior Court judge and professor at Rutgers University. Meryl Streep (born 1949), actress, winner of three Academy Awards, 21-time Oscar nominee. Sándor Szabó (born 1960), pianist. Will Taggart (c. 1996), guitarist. Tom Terrell (1950–2007), music journalist. James Valenti (born 1977), operatic tenor. Edwin S. Votey (1856-1931), businessman, inventor, industrial designer, and manufacturer of pianos and organs. Arthur K. Watson (1919–1974), IBM executive and United States Ambassador to France. Gerard Way (born 1977), singer-songwriter, who is co-founder of the band My Chemical Romance. Kai Wehmeier (born 1968), logician and philosopher at the University of California, Irvine. Meredith Whitney (born 1969), award-winning stock analyst who predicted the 2007–2008 banking crisis. Worthington Whittredge (1820–1910), landscape artist and important member of the Hudson River School. Robert R. Williams (1886–1965), chemist who was the first to synthesize thiamine. Willie Wilson (born 1955), retired professional baseball player who won the AL batting title and who was a two-time All-Star for the Kansas City Royals. Nick Wyman (born 1950), actor and president of Actors' Equity Association. Points of interest Watchung Reservation - Borders Summit to the south Downtown Summit has a variety of restaurants of different cuisines. Memorial Field has a number of athletic fields and courts. Canoe Brook Country Club Beacon Hill Club References External links General Official City of Summit Website Suburban Chamber of Commerce (includes Summit) Summit Historical Society HomeTowne Television, local cable TV provider, who is located in Summit, for Summit and surrounding municipalities Summit, New Jersey, at
</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.