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 honor, and aide-de-camp. Hunter has been the subject of biographies and artist studies, and inspired other works of art. In 2013, composer Robert Wilson presented a new opera about her: Zinnias: the Life of Clementine Hunter, at Montclair State University in New Jersey. Hunter's work can be found in numerous museums such as the Dallas Museum of Fine Art, the American Folk Art Museum, Minneapolis Institute of Arts, the Ogden Museum of Southern Art, the New Orleans Museum of Art, and the Louisiana State Museum. An interview with Clementine Hunter is part of the Black Women Oral History Project records, 1976-1997, housed at Harvard University, Radcliffe Institute, Schlesinger Library. 2009 forgery case In 1974, there were rumors that Hunter forgeries were being sold by William J. Toye in New Orleans. Decades later, the Federal Bureau of Investigations (FBI) investigated reports of forgery of Hunter's works and raided the home of Toye in September 2009. Toye, who was accused of selling forged paintings three times over the course of four decades, pleaded guilty in federal court on June 6, 2011. Others, including a relative of Hunter's and one of Henry's have forged Hunter's artwork as well. Whitehead says Toye's fakes were the best. His forgeries were painted on vintage board and his brush strokes and monogram were good replicas of Hunter's. But Hunter normally left smudges on the backs of her work and marred the edges, distinguishing marks missing from Toye's counterfeits. Whitehead said that unlike the work of European masters, which generally has well-documented provenance, Hunter produced thousands of paintings, which she sold from her front door. Also, collectors spending millions are more prone to research the history of their prospective purchases than folk art collectors spending much less. The price for Hunter paintings range between a few thousand dollars to $20,000 according to Whitehead. Selected collections Funeral Procession, ca. 1950, Savannah College of Art and Design Untitled, 1981, National Museum of Women in the Arts, Washington, D.C. The Wash, ca. 1950s, Minneapolis Institute of Art, Minneapolis, MN Picking Cotton, ca. 1950s, Minneapolis Institute of Art, Minneapolis, MN The Wash, ca. 1950s, Minneapolis Institute of Art, Minneapolis, MN Studies and other related books François Mignon, illustrated by Clementine Hunter, Melrose Plantation Cookbook (1956), ASIN B000CS68QA James Register, illustrated by Clementine Hunter, The Joyous Coast (1971), Mid-South Press, Shreveport, Louisiana Mildred Hart Bailey, Four Women of Cane River (1980) James Wilson, Clementine Hunter: American Folk Artist (1990), Pelican Publishing Company Shelby R. Gilley, Painting by Heart: The Life and Art of Clementine Hunter, Louisiana Folk Artist (2000), St. Emma Press Art Shiver, Tom Whitehead (editors), Clementine Hunter: The African House Murals (2005), Northwestern State University of Louisiana Press. Art Shiver, Tom Whitehead (co-authors), Clementine Hunter Her Life and Art (2012), LSU Press. Clementine Hunter, Clementine Hunter: A Sketchbook (2014), University of New Orleans Press. See also Mose Tolliver Outsider art Folk Art Southern art References External links Jennifer Moses, "Looking for Clementine Hunter’s Louisiana" The New York Times (June 14, 2013). Retrieved June 17, 2013 "Clementine Hunter: A Sketchbook", University of New Orleans Press/Ogden Museum of Southern Art Ashleigh Barice, "Artist in focus: Clementine Hunter", Art UK, March 9, 2017 Category:African-American artists Category:1880s births Category:1988 deaths Category:Outsider artists Category:20th-century American painters Category:Artists from Louisiana Category:Year of birth uncertain Category:People from Natchitoches Parish, Louisiana Category:American centenarians Category:20th-century American women artists Category:Women outsider artists Category:African-American centenarians Category:Painters from Louisiana Category:African-American painters Category:Women centenarians
</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.