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>
Peter Bosz Peter Sylvester Bosz (, born 21 November 1963) is a Dutch former football midfielder and current manager of Bayer Leverkusen. Playing career Club A midfielder, Bosz started his professional career played with Vitesse in 1981; after a loan season with then amateurs AGOVV Apeldoorn in 1984, he returned into professional football with RKC Waalwijk (from 1985 to 1988), then moving to France with SC Toulon (1988 to 1991), and successively playing six seasons with Dutch giants Feyenoord (1991 to 1996), Japanese club JEF United Ichihara (1996–97), German club Hansa Rostock (1997–98), NAC Breda (1998–99). He retired at the end of the year 1999 after a second spell with JEF United Ichihara. International Bosz made his debut for the Netherlands in a December 1991 Euro qualification match against Greece and earned eight caps, scoring no goals. His final international was in 1995 against the Czech Republic. He was part of the Dutch squad at UEFA Euro 1992. Managerial career Entering management After his retirement, Bosz started a career in management, first becoming head coach of amateurs AGOVV Apeldoorn, a position he held from January 2000 to 2002. In 2002 he also won a national amateur league title. De Graafschap Bosz made his move into professional football in 2002, becoming head coach of De Graafschap (2002–2003). The team finished last in the 2002–03 Eredivisie and was relegated to the Eerste Divisie. Heracles Almelo Bosz next became manager of Heracles Almelo (2004–2006). He won the 2004–05 Eerste Divisie with the club and promoted with them to the Eredivisie. Bosz' Heracles secured their Eredivisie promotion the following year, finishing 13th in the 2005–06 Eredivisie. Feyenoord (technical director) In July 2006, Bosz accepted an offer as technical director at his former club Feyenoord. Whilst at the club he was responsible for completing the signings of (amongst others) Giovanni van Bronckhorst, Roy Makaay, Tim de Cler, Kevin Hofland and Denny Landzaat. He left the position on 14 January 2009 due to his opposition to the dismissal of head coach Gertjan Verbeek. Return to Heracles In the summer of 2010, Bosz started his second spell as manager of Heracles Almelo, replacing Verbeek who had moved to AZ Alkmaar in the meantime. The team finished 8th in the 2010–11 Eredivisie, securing qualification for the European competition Playoffs, where they were eliminated by FC Groningen. Heracles finished 12th in the 2011–12 Eredivisie and 2012–13 Eredivisie. He left the club in 2013. Vitesse On 19 June 2013, Bosz was appointed as manager of his old club Vitesse on a two-year contract. Bosz replaced outgoing manager Fred Rutten whose contract had expired. In November 2013, Vitesse was top of the league in the Eredivisie for the first time since 2006. It was the first time since 2000 they'd been top of the league later than the first week. Halfway through the season, after 17 matches, Vitesse was the leader in the competition. The team finished 2013–14 season in sixth place. The following season, Vitesse finished fifth, qualifying for the European competition play-offs. Also, Bosz was nominated for the Rinus Michels Award (for manager of the year), but lost to Phillip Cocu, who had led PSV Eindhoven to the Eredivisie title. In the 2015–16 season, Vitesse was in fifth place in the winter break, after which Bosz left the club. Maccabi Tel Aviv In January 2016 Bosz was announced as the new head coach of Israeli champions Maccabi Tel Aviv. Bosz left Tel Aviv in May 2016 for Dutch team AFC Ajax. During his time in Israel, Bosz was undefeated in 19 games in charge, with 12 wins and 7
</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.