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>
September 1945 Department 1 had become so large that three additional departments were created, as well as two separate sections. By the close of 1944, the Department of Public Security totaled 3000 employees. On December 31, 1944, the PKWN was joined by several members of the Polish government in exile, among them Stanisław Mikołajczyk. It was then transformed into the Provisional Government of Republic of Poland (Rząd Tymczasowy Republiki Polskiej, or RTRP), and the departments were renamed as ministries. The Ministry of Public Security was responsible for both intelligence and counter-espionage, as well as surveillance of citizens and suppression of dissent. They generally did not employ former officers of the "Dwojka" or follow the traditions of pre-war Polish intelligence services. Personnel were recruited for their "political reliability". New formations were trained by Soviet NKVD experts. Additionally, and especially in the early years (1945–49), Soviet officers in Polish uniforms overlooked their operations. After Joseph Stalin's death in 1953 and the later defection of Col. Józef Światło, the Ministry of Public Security was canceled and replaced by two separate administrations - the Committee for Public Security (Komitet do Spraw Bezpieczeństwa Publicznego, or Kds.BP) and the Ministry of Internal Affairs (Ministerstwo Spraw Wewnętrznych or MSW). The Kds.BP was responsible for intelligence and government protection and. From September 3, 1955 to 28 November 1956, the Main Directorate of Information of the Polish Army (Główny Zarząd Informacji Wojska Polskiego), which was responsible for the military police and counter-espionage agency, was also controlled by the Kds.BP. The MSW was responsible for the supervision of local governments, Militsiya, correctional facilities, fire rescue and the border and internal guards. The next big changes came in 1956. The Committee for Public Security was canceled and the Ministry of Internal Affairs took over their responsibilities. The MSW assumed control of the political police, under the Służba Bezpieczeństwa. From 1956 to the fall of communism in Poland the MSW was one of the biggest and strongest administrations. During this period its responsibilities included intelligence, counter-espionage, anti-state activity (SB), government protection, confidential communications, supervision of the local governments, militsiya, correctional facilities, and fire rescue. The Ministry of Internal Affairs was divided into departments. The most important of these were the first second and third departments. The first dealt with foreign operations and intelligence gathering, the second with spy activities both by Poland and other countries and the third was responsible for anti-state activities and the protection of the country's secrets. With the exception of its own departments and sections, the MSW also had control over the Militsiya (Komenda Główna Milicji Obywatelskiej or KG/MO), fire rescue (Komenda Główna Straży Pożarnych or KG/SP), territorial anti-aircraft defense, (Komenda Główna Terenowej Obrony Przeciwlotniczej KG/TOP), management of geodesy and cartography, (Główny Zarząd Geodezji i Kartografii) and health services (Centralny Zarząd Służby Zdrowia). Ministry of Internal Affairs also had control over the command of the Internal Security Corp. (Dowództwo Korpusu Bezpieczeństwa Wewnętrznego or KBW), command of the Border Guard (Dowództwo Wojsk Ochrony Pogranicza or KOP), and management of Information of Internal Troops (Zarząd Informacji Wojsk Wewnetrznych). Through the 1980s the MSW had 24,390 staff in Security Services, 62,276 in the Citizen's Militsiya, 12,566 in Motorized Reserves of the Citizens Militia (Zmotoryzowane Odwody Milicji Obywatelskiej, or ZOMO), 20,673 in Administratively-Economic Units (Jednostki administracyjno-gospodarcze) and 4,594 in ministry schools, not including students. Military branches The first military special services in Poland after World War II were created in 1943 as part of the Polish military in the USSR. First organ that dealt with military counterespionage was called Directorate of Information by the commander-in-chief of the Polish Army (Zarząd Informacji Naczelnego
</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.