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>
Dhammacakkappavattana Sutta The Dhammacakkappavattana Sutta (Pali; Sanskrit: Dharmacakrapravartana Sūtra; English: The Setting in Motion of the Wheel of the Dharma Sutta or Promulgation of the Law Sutta) is a Buddhist text that is considered by Buddhists to be a record of the first sermon given by Gautama Buddha. The main topic of this sutta is the Four Noble Truths, which refer to and express the basic orientation of Buddhism in a formulaic expression. This sutta also refers to the Buddhist concepts of the Middle Way, impermanence, and dependent origination. According to Buddhist tradition, the Buddha delivered this discourse on the day of Asalha Puja, in the month of Ashadha, in a deer sanctuary in Isipatana. This was seven weeks after he attained enlightenment. His audience consisted of five ascetics who had been his former companions: Kondañña, Aśvajit, Bharika, Vāṣpa, and Mahānāman. Definitions Dhamma (Pāli) or dharma (Sanskrit) can mean a variety of things depending on its context; in this context, it refers to the Buddha's teachings or his "truth" that leads to one's liberation from suffering. Cakka (Pāli) or cakra (Sanskrit) can be translated as "wheel." The dhammacakka, which can be translated as "Dhamma-Wheel," is a Buddhist symbol referring to Buddha's teaching of the path to enlightenment. Pavattana (Pāli) can be translated as "turning" or "rolling" or "setting in motion." Text The sutra contains the following topics: The two extremes to be avoided (sensual indulgence and self-mortification) The Middle Way The Four Noble Truths The Noble Eightfold Path The Twelve Insights of the Four Noble Truths Proclamation of release from the cycle of rebirth (commonly referred to as nibbana) The Opening of the Dhamma Eye (the attainment of right view) Proclamation of the devas upon the setting of the Wheel of Dhamma in motion by the Buddha Response of the Buddha to Aññā Kondañña's comprehension of his teachings Buddhist understanding of the sutra According to the Buddhist tradition, the Dhammacakkappavattana Sutta is the first teaching given by the Buddha after he attained enlightenment. According to Buddhist tradition, the Buddha attained enlightenment and liberation while meditating under the Bodhi Tree by the Nerañjarā river in Bodh Gaya. Afterwards, he remained silent for forty-nine days. The Buddha then journeyed from Bodhgaya to Sarnath, a small town near the sacred city of Varanasi in central India. There he met his five former companions, the ascetics with whom he had shared six years of hardship. His former companions were at first suspicious of the Buddha, thinking he had given up his search for the truth when he renounced their ascetic ways. But upon seeing the radiance of the Buddha, they requested him to teach what he had learned. Thereupon the Buddha gave the teaching that was later recorded as the Dhammacakkappavattana Sutta, which introduces fundamental concepts of Buddhist thought, such as the Middle Way and the Four Noble Truths. Development of the sutra Retaining the oldest teachings Modern scholars agree that the teachings of the Buddha were passed down in an oral tradition for approximately a few hundred years after the passing of the Buddha; the first written recordings of these teachings were made hundreds of years after the Buddha's passing. According to academic scholars, inconsistencies in the oldest texts may reveal developments in the oldest teachings.{{refn|See: La Vallee Possin (1937), Musila et Narada; reprinted in Gombrich (2006), How Buddhism Began, appendix Erich Frauwallner (1953), Geschichte der indischen Philosophie, Band Der Buddha und der Jina (pp. 147-272) Andre Bareau (1963), Recherches sur la biographiedu Buddha dans les Sutrapitaka et les Vinayapitaka anciens, Ecole Francaise d'Extreme-Orient Schmithausen, On some Aspects of Descriptions or Theories of
</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.