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>
engaged in cattle fattening. Bukidnon Sugar Milling Corporation (BUSCO) and Crystal Sugar Milling are into sugar milling and refining. Phil-Agro Industrial Corporation is in starch production. Menzi Agricultural Development is in cacao production. Agaropyta Phils. Inc., Bukidnon Greens Inc., FP Obrero Farms and ARDEM, Inc. are in cutflower production. Food manufacturing giants, San Miguel Foods Corp. (SMPFCI), Monterey Farms Corp., Swift Foods, Inc. have intensified their contract breeding and growing operations in the province. Valencia Rubbertex, Inc., an 80-20 Japanese-Filipino joint venture produces rubber boots and rubber shoes for Japan. As one of the major anchors in crop production, Bukidnon is moving forward towards establishing its position as a principal trader of rice, corn, sugar, potato, tomato and many other commercial and industrial crops. As the second largest producer of corn in the country, it reached a total production of 481,370 Mt. In year 2000, vast tracts of cornfields, rice paddles and sugar plantations are distributed all over the province. Bukidnon has already assumed its role as producer and supplier of fresh fruits and vegetables. These produce are either sold in domestic markets or exported to Japan and other neighboring countries. Fresh pineapples, banana, sugarcane and cutflower grown over the years are among its exports. New agri-business industries are still growing such as strawberry farming. Even export of rubber boots and shoes, an infant industry in the province is increasing tremendously. A wide variety of resource-based handicrafts is extensively produced from rattan, bamboo and wood. San Fernando is known for its rattan furniture. Bamboo baskets, wood wares and carvings, mats and other handmade products are ideal souvenir items. Bukidnon Investment Grid During the mid-90's, the provincial government of Bukidnon, after careful studies and consultation, has adopted a strategic program called the Bukidnon Investment Grid or BIG. This program is aimed to confine all its investment promotion activities and projects to the strip of land three kilometers from both sides of the Sayre Highway from Damulog to Manolo Fortich, and along the national/provincial road from Kibawe to Kadingilan; Don Carlos to Kadingilan; Maramag to Quezon; Maramag to Kadingilan; Kadingilan to Pangantucan; Valencia City to San Fernando; Malaybalay City to Cabanglasan; Malaybalay to Lantapan; Manolo Fortich to Libona; Libona to Cagayan de Oro; Talakag to Pangantucan; and Malitbog to Tagoloan in Misamis Oriental. Education Universities and colleges The following universities and colleges of Bukidnon are the tertiary schools. Festivals The province celebrates the Kaamulan Festival, an ethnic cultural festival held annually in Malaybalay City, Bukidnon from the mid-February up to March 10, the founding date of the Bukidnon as a province in 1917. It is held to celebrate the culture and tradition of the seven ethnic tribal groups—Bukidnon, Higaonon, Talaandig, Manobo, Matigsalug, Tigwahanon and Umayamnon—that originally inhabit the province. Kaamulan comes from the indigenous Binukid word amul'' meaning "to gather". Kaamulan is gathering for a purpose—a datuship ritual, a wedding ceremony, a thanksgiving festival during harvest time, a peace pact, or all of these together. The festival started in 1974 and is celebrated until now. It is the only authentic ethnic festival in the Philippines. Bukidnon Hymn: Bukidnon My Home The Provincial Hymn was composed by Filomeno Bautista between 1925 and 1932. Nimecio Jun Beltran authored a provincial resolution requiring the singing of the provincial hymn in all and every events in the Province of Bukidnon where the Philippine National Anthem is also sung. Notable people Gerald Tabios - elite endurance athlete Arcelle Tadena - scaled crossfit athlete Alfredo Lagamon - Associate Justice, Court of Appeals Caesar Fortich - Secretary of Agriculture Clare Cabiguin - Pinoy Big Brother: Teen Edition 1 -
</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.