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>
Víctor Manuel Jorrín Víctor Manuel Jorrín Lozano (born 13 January 1955) Es un líder emprendedor que se ha desempeñado en diversas áreas como psicología, política, educación, empresarial y desarrollo social. Ha creado programas y modelos educativos como Espíritu Emprendedor, SII Educación. Fundador de escuelas como Universidad Español y Colegio Militarizado Madrid. VÍCTOR MANUEL JORRÍN LOZANO LIC. PSICOLOGÍA Nace el 13 de enero de 1955 en Iguala de la Independencia, Guerrero. Estudió la licenciatura en Psicología por parte de la Universidad Autónoma del Estado de Morelos. Dentro de su experiencia laboral y académica, destaca lo siguiente; desde 1975 es Investigador de tiempo completo. Destacan investigaciones en salud mental y en educación especial. Se desempeñó en puestos como director, coordinador estatal coordinador técnico y catedrático en instituciones como el Centro de Integración Juvenil, Centro de Salud Mental DIF (Desarrollo Integral de la Familia) Guerrero, DIF Acapulco, Educación Especial en Guerrero, Secretaría de Educación Pública, Normal Superior Universidad Autónoma de Guerrero, Albergue Tutelar para Menores en Chilpancingo, Gro. Educación Preescolar Secretaría de Educación Pública, Gro. Como investigador interesado siempre por la educación de México, fundó escuelas desde preescolar hasta universidad; todas ellas, con gran prestigio por su alto nivel académico en el Estado de Guerrero, innovación tecnológica y liderazgo en la formación de emprendedores. Ha participado como integrante en diversas asociaciones de renombre nacional, como: Asociación de Escuelas Particulares Incorporadas del Estado de Gro., Consejo Consultivo de la Ciudad de Acapulco, Consejo d Actividades Culturales de Acapulco, Colegio de Psicólogos del Estado de Morelos, Club Rotario Icacos, Comisión Mixta de Capacitación y Seguridad del Estado de Guerrero; Comité Ciudadano, Grupo Solidaridad, Partido Convergencia, Consejo Municipal de Acapulco, Alianza para la Educación Superior A.C., ostentando puestos en desarrollo directivo. Entre los proyectos especiales, cuenta con el programa Espíritu Emprendedor, SII Educación (Sistema Integral Interactivo de Educación) ambos reconocidos por el INADEM (Instituto Nacional del Emprendedor), dependiente de la Secretaría de Economía. STRE (Sistema Técnico Rotativo de Educación y PIAM (Programa de Inducción a la Administración Municipal) Creador de manuales de capacitación en diversos ámbitos entre los que se cuentan modelos educativos y de emprendimiento; de convivencias enfocadas a la reconstrucción del tejido social y al rescate de los valores; manuales de capacitación para impulsar el desarrollo y la producción del campo, entre otros. También fue Diputado Local y Diputado federal, con importantes logros en bien de la ciudadanía; desarrolló la unidad de riego en zonas campesinas para la producción de mango, papaya, maíz y limón en 1,500 hectáreas. En el Estado de Puebla trabajó con 120,000 estudiantes como plan piloto para formar emprendedores, logrando 1,500 empresas familiares, formadas por jóvenes de 16 años a través de las cuales se generaron 4,500 empleos. Promovió y logró la creación del Instituto Nacional del Emprendedor y la asignación de fondos para la formación emprendedora a temprana edad. Impulsó el desarrollo tecnológico y creativo a través del Modelo Educativo SII Educación, avalado por el INADEM e impartido a más de 5,000 alumnos de escuelas primarias del municipio de Acapulco, Gro. Actualmente trabaja en el desarrollo de un Centro Interactivo de Tecnología Educativa, en donde por medio de aulas interactivas de realidad virtual y 360, impulsa el desarrollo cognitivo de niños, jóvenes y adultos, fortaleciendo los aprendizajes adquiridos en las aulas. References Category:1955 births Category:Living people Category:Politicians from Guerrero Category:Mexican psychiatrists Category:Members of the Chamber of Deputies (Mexico) Category:Citizens' Movement (Mexico) politicians Category:21st-century Mexican politicians
</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.