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>
all explicitly and implicitly part of the passages which refer to the four truths. According to Anderson, Translations into English From the Pali version There are multiple translations of the Pali version of this sutta. For example, see: Bhikkhu Bodhi (trans.), Setting in Motion the Wheel of the Dhamma Ñanamoli Thera (trans.) (1993). Dhammacakkappavattana Sutta: Setting Rolling the Wheel of Truth. Piyadassi Thera (trans.) (1999). Dhammacakkappavattana Sutta: Setting in Motion the Wheel of Truth. Thanissaro Bhikkhu (trans.) (1993). Dhammacakkappavattana Sutta: Setting the Wheel of Dhamma in Motion. Bhikkhu Sujato (trans.) (2018). Rolling Forth the Wheel of Dhamma. Thich Nhat Hahn (trans.) (1999). "Discourse on Turning the Wheel of the Dharma: Dhamma Cakka Pavattana Sutta". In The Heart of the Buddha's Teaching, p. 257. Ven. Dr. Rewata Dhamma (trans.) (1997). "The First Discourse of the Buddha: Turning the Wheel of Dhamma". In The First Discourse of the Buddha, Wisdom, pp. 17–20. Walpola Rahula (trans.) (2007). "Setting in Motion the Wheel of Truth". In What the Buddha Taught, Kindle Location 2055. From Tibetan, Chinese and Sanskrit versions The Tibetan ‘Missing Translator’s Colophon’ Version of the Dharma Wheel Discourse (chos kyi ‘khor lo’i mdo ‘gyur byang med pa): A New Translation into English by Erick Tsiknopoulos (2013) This is a translation of one of two versions of the Dharma Wheel Sutra in Tibetan, known as the 'Missing Translator's Colophon' version (Tib: 'gyur byang med pa). It has a correlate in Chinese, translated into English by Lapiz Lazuli Texts and listed below. Lapis Lazuli Texts: Saṃyuktāgama 379. Turning the Dharma Wheel. This is a translation from the Chinese canon; the Chinese version is based on the Sarvastivadin Sanskrit version of the text (Dharmacakra Pravartana Sutra). Thich Nhat Hahn has produced a notable rendering of the first teaching of the Buddha in his biography of the Buddha entitled Old Path White Clouds. Thich Nhat Hahn relied on multiple sources for this rendering. This rendering is also included in Thich Nhat Hahn's book Path of Compassion: Stories from the Buddha's Life. See Turning the Wheel of Dharma The 26th chapter of the Lalitavistara Sutra contains a Mahayana version of the first turning that closely parallels the Dhammacakkappavattana Sutta. The following English translations of this text are available: The Play in Full: Lalitavistara (2013), translated by the Dharmachakra Translation Committee. Translated from Tibetan into English and checked against the Sanskrit version. Voice of the Buddha: The Beauty of Compassion (1983), translated by Gwendolyn Bays, Dharma Publishing (two-volume set). This translation has been made from French into English and then checked with the original in Tibetan and Sanskrit. See also Dharmacakra Enlightenment Four Noble Truths Middle Way Noble Eightfold Path Sarnath Taṇhā Three marks of existence Notes Subnotes References Sources Printed sources Pali Canon Buddhist teachers Anandajoti Bhikkhu (trans.) (2010). The Earliest Recorded Discourses of the Buddha (from Lalitavistara, Mahākhandhaka & Mahāvastu). Kuala Lumpur: Sukhi Hotu. Also available on-line. Secondary Gombrich, Richard (1988, repr. 2002). Theravada Buddhism: A Social History from Ancient Benares to Modern Colombo. London: Routledge. . Norman, K.R. (1982). "The Four Noble Truths: a problem of Pali syntax" in L.A. Hercus et al. (ed.), Indological and Buddhist Studies: Volume in Honour of Professor J.W. de Jong on his Sixtieth Birthday. Canberra, pp. 377–91. Web-sources Further reading Scholarly Analayo, V (2012). The Chinese Parallels to the Dhammacakkappavattana-sutta (1), Journal of the Oxford Centre for Buddhist Studies 3, 12-46 Analayo, V (2013). The Chinese Parallels to the Dhammacakkappavattana-sutta (2), Journal of the Oxford Centre for Buddhist Studies 5, 9-41 Commentaries in English Ajahn Sucitto (2010), Turning the Wheel of Truth: Commentary on the Buddha's First Teaching, Shambhala
</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.