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>
state of Texas that have won 4 Team State Championships. Individually, Heartsfield is the 2005 Uneven Bar State Champion; McEntire is the 2005 All-Around State Champion; Bedford is the 2003 Balance Beam State Champion and 2005 Floor State Champion. Baseball Men's baseball is played on campus at Nathan F. Danford field, located along Pleasantview Dr. on the northwest corner of campus. They're coached by Paul Gibson (1994–Present). The team made the regional finals in 2011, regional semifinals in 1983, 2012, 2013 and the regional quarterfinals in 2002. They won the district championships in 1995, 1996, 1999, 2002, 2004, 2005, 2008, and 2011. Ice Hockey The ice hockey team plays at area ice rinks, including the Dr. Pepper Star's Centers in Euless, Grapevine, and Coppell. Tennis The school has a full complement of tennis courts located between the new Don Brown Activity Center and the parking lot at the rear of the school building. The Varsity team accepts 9th graders from the two Junior High Schools that feed L.D. Bell - Bedford Junior High and Hurst Junior High. It plays both away and home matches against many high schools in North Texas, including Chisholm Trail, Boswell, Nimitz, MacArthur, Denton, Marcus, Richland, Hebron, Flower Mound, Trinity, Lewisville, Carroll Senior and Byron Nelson. The JV team also plays home and away games with select high schools. The head coach is Stefanie Rivera. Other The volleyball team won the district 7-5A championship in 2006. The women's soccer team won the district championship in 2007. The men's and women's soccer teams' home games are typically played at Pennington Field. Softball home games are played at the softball field on the south end of campus near the Raider Bowl. L.D. Bell High School also fields teams in golf and men's and women's basketball. Fine Arts / UIL Competitive Organizations Band The band program at L.D. Bell splits students into four concert season bands: Sub Non-Varsity 2, Sub Non-Varsity, Non-Varsity, and Varsity. The marching band consists of members from all four concert season bands and totals 310 students. Van Mathews is the head director of bands at L.D. Bell. The marching band advanced to the UIL State competition in 2016, 2012, 2010, 2008, 2006, 2004, 2002, 2000, 1998, 1996 and 1988; advanced to the finals in 2016, 2012, 2010, 2008, 2006, 2004, 2002 (finals canceled due to inclement weather), and 2000, and won the championship in 2004 and 2000. In addition to the University Interscholastic League (UIL) competitions, the band regularly competes in independent contests (usually run by schools) and Bands of America (BOA) contests at both the regional and national levels. In November 2007, the Bell marching band won the BOA Grand National Championship and additional awards for Outstanding Music Performance and Outstanding General Effect. In 2006, the marching band was awarded "Outstanding Musical Performance" and placed 2nd overall at the BOA Grand Nationals. In 2004, the band won the BOA St. Louis Super-Regional and captured all captions (specific categories of judgment - music, marching, and general effect). In other BOA Grand National competitions, the band placed 4th in 2001, 5th in 2003, 3rd in 2005, 2nd in 2006, 1st in 2007, 2nd in 2008, 2nd in 2009, 3rd in 2010, and 10th in 2013. Since 2000, the band has medaled at 22 BOA events and 4 of 4 times at the UIL State Marching Band Contest. From 1998 to 2013, the L.D. Bell Marching Band placed in the top 5 of every contest entered. In recent years, the L.D. Bell High school and Trinity High school bands have cooperated to run the "H-E-B Marching Contest"
</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.