Helen Shivers
E507100
Helen Shivers is a central character in the teen slasher franchise "I Know What You Did Last Summer," portrayed as a popular beauty queen whose life unravels after a deadly secret among friends.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Helen Shivers canonical | 3 |
How this entity was disambiguated
This entity first appeared as the object of triple T4626026 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Helen Shivers Context triple: [I Know What You Did Last Summer, mainCharacter, Helen Shivers]
-
A.
Mary Lee Johnston
Mary Lee Johnston is a character in the film "Precious," serving as the abusive and deeply troubled mother of the protagonist, Claireece "Precious" Jones.
-
B.
Susan Holbert McDaniel
Susan Holbert McDaniel was the mother of pioneering African American actress Hattie McDaniel, the first Black performer to win an Academy Award.
-
C.
Martha Shumway
Martha Shumway is a central character in the satirical 1970s television soap opera parody "Mary Hartman, Mary Hartman," known as the title character’s anxious, emotionally fragile mother.
-
D.
Mary Lee Woods
Mary Lee Woods was a British mathematician and computer scientist who worked on early computers at Ferranti and was the mother of World Wide Web inventor Tim Berners-Lee.
-
E.
Leontine Drinkard
Leontine Drinkard was a member of the prominent Warwick–Houston musical family, known as the matriarchal lineage behind singers like Cissy Houston and Whitney Houston.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Helen Shivers Target entity description: Helen Shivers is a central character in the teen slasher franchise "I Know What You Did Last Summer," portrayed as a popular beauty queen whose life unravels after a deadly secret among friends.
-
A.
Mary Lee Johnston
Mary Lee Johnston is a character in the film "Precious," serving as the abusive and deeply troubled mother of the protagonist, Claireece "Precious" Jones.
-
B.
Susan Holbert McDaniel
Susan Holbert McDaniel was the mother of pioneering African American actress Hattie McDaniel, the first Black performer to win an Academy Award.
-
C.
Martha Shumway
Martha Shumway is a central character in the satirical 1970s television soap opera parody "Mary Hartman, Mary Hartman," known as the title character’s anxious, emotionally fragile mother.
-
D.
Mary Lee Woods
Mary Lee Woods was a British mathematician and computer scientist who worked on early computers at Ferranti and was the mother of World Wide Web inventor Tim Berners-Lee.
-
E.
Leontine Drinkard
Leontine Drinkard was a member of the prominent Warwick–Houston musical family, known as the matriarchal lineage behind singers like Cissy Houston and Whitney Houston.
- F. None of above. chosen
Statements (48)
| Predicate | Object |
|---|---|
| instanceOf |
fictional character
ⓘ
film character ⓘ |
| appearsIn |
I Know What You Did Last Summer
NERFINISHED
ⓘ
I Still Know What You Did Last Summer (mentioned/flashback only) NERFINISHED ⓘ |
| associatedWith |
Barry Cox
NERFINISHED
ⓘ
Ben Willis NERFINISHED ⓘ Elsa Shivers NERFINISHED ⓘ Julie James NERFINISHED ⓘ Ray Bronson NERFINISHED ⓘ |
| basedOn | character from the novel I Know What You Did Last Summer by Lois Duncan (loosely) ⓘ |
| causeOfDeath | murder by stabbing/slashing ⓘ |
| characterArc | from shallow beauty queen to more grounded and sympathetic victim ⓘ |
| countryOfOrigin | United States (production context) ⓘ |
| createdFor | I Know What You Did Last Summer (1997 film adaptation) NERFINISHED ⓘ |
| death | killed by Ben Willis in I Know What You Did Last Summer ⓘ |
| directorOfFirstAppearance | Jim Gillespie NERFINISHED ⓘ |
| family | Elsa Shivers (sister) NERFINISHED ⓘ |
| fandom | horror fandom icon ⓘ |
| firstAppearance | I Know What You Did Last Summer (1997 film) NERFINISHED ⓘ |
| franchise | I Know What You Did Last Summer (franchise) NERFINISHED ⓘ |
| gender | female ⓘ |
| genre |
slasher
ⓘ
teen horror ⓘ |
| homeTown | Southport, North Carolina NERFINISHED ⓘ |
| keyEvent |
is stalked by a hook‑wielding killer one year after the accident
ⓘ
loses her Croaker Queen crown and future plans after the events of the film ⓘ participates in accidental killing and cover‑up of a fisherman ⓘ |
| medium | feature film ⓘ |
| narrativeRole |
final girl subversion
ⓘ
supporting protagonist ⓘ |
| nationality | American (fictional) ⓘ |
| notableScene | chased through a clothing store and alley before being killed ⓘ |
| occupation |
beauty queen
ⓘ
high school student ⓘ |
| personalityTrait |
loyal
ⓘ
popular ⓘ resourceful ⓘ vain (initially) ⓘ |
| portrayedBy | Sarah Michelle Gellar NERFINISHED ⓘ |
| reception | often cited as one of Sarah Michelle Gellar’s notable horror roles ⓘ |
| relationship |
friend of Julie James
ⓘ
girlfriend of Barry Cox ⓘ |
| releaseYearOfFirstAppearance | 1997 ⓘ |
| screenwriterCreatedBy | Kevin Williamson NERFINISHED ⓘ |
| setting | Southport Fourth of July celebration NERFINISHED ⓘ |
| title | Croaker Queen NERFINISHED ⓘ |
| visualCharacteristic |
blonde hair
ⓘ
pageant-style wardrobe ⓘ |
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Helen Shivers Description of subject: Helen Shivers is a central character in the teen slasher franchise "I Know What You Did Last Summer," portrayed as a popular beauty queen whose life unravels after a deadly secret among friends.
Referenced by (3)
Full triples — surface form annotated when it differs from this entity's canonical label.