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>
Hamit Zübeyir Koşay Koşay, Hamit Zübeyir (, born 1897, Telänçe Tamaq village / Minzälä / Ufa province (present day Tuqay District of the Republic of Tatarstan) – died 1984, Ankara) - archaeologist, ethnographer, writer and folklore researcher. Biography He was the son of Ubeydullah Efendi who was a scholar of the period and Rizaetdin Fäxretdin (close friend of Musa Carullah) a famous scientist, was his brother-in-law. He was sent to Turkey with the support of Rizaetdin Fäxretdin for his education in 1909. He graduated from Thessalonica Central Secondary School in 1911. At the break of the Balkan War, he returned to Istanbul when he was in Sultaniye. He finished teacher training school in 1916 and became a teacher. After attending courses on ethnography and the Hungarian language at university for the winter semester, he went to Hungary to continue his education where he completed pedagogy. He was accepted to the Advanced Teachers Training School at Eötvöş Kollegium (Eötvös Loránd University ) with the support of Prof. Ne'meth Gyula. Then he attended the same university's Faculty of Philosophy and received the title of Doctor of Language and Turcology. He went to Germany in 1924 to attend the courses of Prof. Bang Koup at Berlin University and did research at the State Library and museums. In 1925 he returned to Turkey and worked at the Ministry of National Education. After working as the Inspector of Libraries at the Ministry of Culture he was a director for the Department of Culture, Antique Works and Libraries at the same ministry. He continued as the General Director of Antique Works and Museums, board member of Culture Training and for the second time as the Director of the Ethnography Museum. He retired on 1 December 1969 after working for two years as Deputy Director of the Ethnography Museum and Consulting General Director of Antique Works and Museums. Professor Hamit Zübeyir Koşay died on October 2, 1984 from a heart attack. He is buried at Cebeci Asri Cemetery (Ankara). Membership to Committees and Communities correspondent member of the Hungarian Kőrösi Csoma Science Association, member of the German Archaeology Institute (1932), correspondent member of the Czech-Prague Eastern Institute (1933), correspondent member of the Royal Swedish Academy of Sciences "Witterhats" History and Antique Works (1939), correspondent member of the Finnish Association of Archeology (1939), the permanent honorable member of the International Union for Prehistoric and Protohistoric Sciences (IUPPS). (1964, Rome), founding member of the Turkish Historical Society (April 23, 1930), founding committee member of the Turkish Language Association, member of the Turkish and Islamic Arts Institute (1955), science committee member of the Turkish Cultural Research Institute, honorary member of the Turkish Librarians Association, honorary member of the Turkey National Committee, Head of the International Council of Museums (ICOM) (1957–1965). Works Excavation Reports Kumtepe Kazısı (Kumtepe Excavation with I. Sprerling, 1934); Türk Tarih Kurumu Tarafından Yapılan Alacahöyük Hafriyatı, 1936'daki Çalışmalara ve Keşiflere Ait İlk Rapor (First Report about the Works and Discoveries in 1936 in the Alacahöyük Excavation, Carried out by the Turkish Historical Society, 1936, 1938, 1944); Türk Tarih Kurumu Tarafından Yapılan Pazarlı Hafriyatı Raporu (Pazarlı Excavation Report carried out by the Turkish Historical Society); Novels and Short Stories Dokuz Ötkünç (Nine Stories, short story, 1929); Cıncık (Keban Barajı Öyküsü) (Cincik - The Story of the Keban Dam, original Turkish version printed under the pen name of Şerafettin Işık, 1973); The History of a Potsherd From the Neolithic Age ... 'Cıncık' (The Story of the Keban Dam) (under his own name, translated by: Hayrettin Gürsoy, 1975); Yuvak Taşı (Cylinder Stone, novel, 1947). Study Susmuş Saz (Quieten Instrument, a study
</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.