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>
Newark (UK Parliament constituency) Newark is a constituency in Nottinghamshire, England. It is currently represented by Robert Jenrick of the Conservative Party who won the seat in a by-election on 5 June 2014, following the resignation of Patrick Mercer in April 2014. Boundaries 1918–1950: The Municipal Borough of Newark, and the Rural Districts of Bingham, Newark, and Southwell. 1950–1983: The Municipal Borough of Newark, the Urban District of Mansfield Woodhouse, and the Rural Districts of Newark and Southwell. 1983–2010: The District of Newark wards of Beacon, Bridge, Bullpit Pinfold, Castle, Caunton, Collingham, Devon, Elston, Farndon, Magnus, Meering, Milton Lowfield, Muskham, Southwell East, Southwell West, Sutton on Trent, Trent, and Winthorpe, and the District of Bassetlaw wards of East Markham, East Retford East, East Retford North, East Retford West, Elkesley, Trent, and Tuxford. 2010–present: The District of Newark and Sherwood wards of Balderton North, Balderton West, Beacon, Bridge, Castle, Caunton, Collingham and Meering, Devon, Farndon, Lowdham, Magnus, Muskham, Southwell East, Southwell North, Southwell West, Sutton-on-Trent, Trent, and Winthorpe, the District of Bassetlaw wards of East Markham, Rampton, Tuxford, and Trent, and the Borough of Rushcliffe wards of Bingham East, Bingham West, Cranmer, Oak, and Thoroton. The constituency covers large parts of the Newark and Sherwood district which encompasses the east of Nottinghamshire, as such includes the towns of Newark-on-Trent and Southwell, and the villages of Collingham and Sutton-on-Trent. It also covers parts of the Bassetlaw and Rushcliffe areas including Markham Moor and Bingham. History A parliamentary borough of the same name existed from 1673 to 1885, when it was replaced by a county division of the same name, the year of the Redistribution of Seats Act 1885. Newark was the last borough to be added to the Unreformed House of Commons which took place in 1673, prior to the Reform Act 1832. It returned two representatives to Parliament from 1673 until 1885. The future Prime Minister, William Ewart Gladstone, began his political career as Member of Parliament for Newark from 1832 to 1845. More recently, the Labour Party held Newark (on substantially different boundaries to the present ones) from 1950 until 1979, when it was taken by the Conservatives' Richard Alexander. Alexander lost his seat during Labour's landslide victory at the 1997 general election. The victorious Labour candidate, Fiona Jones, was convicted of electoral fraud and expelled from the House of Commons in 1999 over misrepresented election expenses. The conviction was later overturned upon appeal and she returned to Parliament. However, Jones lost her seat at the 2001 general election to Patrick Mercer of the Conservatives, who held it until 2014. Mercer held the position of Shadow Minister for Homeland Security from June 2003 until March 2007, when he was forced to resign following racially contentious comments made to The Times. The Newark constituency in 2010 lost the town of Retford to the Bassetlaw constituency (although Newark still has a smaller part of the Bassetlaw district), but gained land in and around Bingham from the Rushcliffe constituency, thus making it much safer Conservative territory. Following an investigation by Commons authorities finding that Mr Mercer had engaged in paid lobbying, not properly reported the income or declared his interest, and repeatedly seriously denigrated other members, Patrick Mercer stepped down as MP for Newark on 30 April 2014. Robert Jenrick was elected in the subsequent by-election, in the Conservative Party's largest by-election majority for four decades. He was appointed on 24 July 2019 as Secretary of State for Housing, Communities and Local Government under Prime Minister Boris Johnson. Constituency profile Many towns are historic in architecture with many well-preserved listed buildings whereas much
</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.