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>
to work with the biotechnology firm, Genentech. There he developed clinical products focused on HIV/AIDS, and although while with Genentech a successful vaccine was not developed, the discoveries made by Ammann's research team were used by other researchers in a partially successful study performed in Thailand in 2009. In 1994, Ammann was selected to become a member of the Presidential National AIDS Task Force on Drug and Vaccine Development. Three years later, in 1996, he was recognized by POZ Magazine as one of the fifty most influential AIDS researchers. Advocacy Ammann has spent much of his life fighting injustices within the health care system, nationally and internationally. From 1992 to 1996 he served as Director of Research Programs for the Pediatric AIDS Foundation. Ammann is also the Chairman of the Conference on Global Strategies for Prevention of HIV Transmission from Mothers to Infants. Ammann became a member of the American Foundation for Aids Research (AmFAR) Board of Directors in 1988, and was also appointed Chairman of the AmFAR Scientific Advisory Committee. From 1997-1998 Ammann served as President of AmFAR. In these positions, Ammann has fought for an increase in research funding in HIV, in particular for women and children, and the development of more cost-effective treatments. In 1997, Ammann founded Global Strategies for HIV Prevention. In his current position as President, Ammann advocates for the needs of the most marginalized populations that are affected by the HIV epidemic. His organization is aimed at helping to prevent HIV transmission from mothers to infants in order to slow the spread of the HIV virus. Awards and honors 1967 United States Surgeon General Award for Research. 1977 E. Mead Johnson Award for Pediatric Research, New York, NY. 1978 Ross Award for Pediatric Research, Carmel, CA. 1977 Outstanding Alumnus Award and Jaegers Lecturer, New Jersey College of Medicine. 1980 Citation Classic, Current Contents "Thymosin Activity in Patients with Cellular Immunodeficiency", NEJM, 292:70-74, 1975. One of the 500 most widely quoted articles in 1980. 1984 Featured in "The Greatest Good. A History of the John A Hartford Foundation" 1984 Citation Classic, Current Contents "Nucleoside Phosphorylase Deficiency in a Child with Severely Defective T-cell Immunity" One of the 500 most widely quoted articles in 1984. 1987 Distinguished Alumnus Award, New Jersey College of Medicine, Newark, NJ. 1987 Special Award from the American Medical Association for Contributions to the area of AIDS. 1994 Selected as one of "The POZ 50," individuals who have most influenced the course of HIV/AIDS. 1994 Member Presidential National AIDS Task Force on Drug and Vaccine Development. 1995 AmFAR's Outstanding Research in Pediatric AIDS Award. Presented on World's AIDS Day. 2000 Heroes in Medicine Award. Awarded by the International Association of Physicians in AIDS Care at the American Society of Microbiology Meeting, Toronto, Canada. 2001 Research in Action Award. Presented by Treatment Action Group (TAG). Dec 8, 2001. New York, NY. 2006 Featured in PBS and Frontline's documentary, The Age of AIDS. 2007 Wheaton College Outstanding Alumnus Award for Service to Humanity. 2010/2011 Purpose Prize Fellow Encore Career for continued dedication to issues of justice and equity. 2013 Bakken Invitation Honoree. Selected publications Ammann AJ and Stiehm ER. Immune Globulin Levels in Colostrum and Breast Milk, and Serum From Formula- and Breast-Fed Newborns. Proc Soc Exp Biol Med, 122:1098-1100, 1966. Stiehm ER, Ammann AJ, Cherry JD. Elevated cord macroglobulins in the diagnosis of intrauterine infections. NEJM, 275:971-977, 1966. Ammann AJ, Wara D, Salmon S, Perkins H. Thymus transplantation. Thymus Transplantation — Permanent Reconstitution of Cellular Immunity in a Patient with Sex-Linked Combined Immunodeficiency. NEJM, 289:5-9, 1973. Giblett ER, Ammann AJ, Sandman R, Wara
</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.