Triple
T3905023
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Chris Milk |
E90584
|
entity |
| Predicate | gaveTalk |
P10206
|
FINISHED |
| Object |
TED talk “How virtual reality can create the ultimate empathy machine”
The TED talk “How virtual reality can create the ultimate empathy machine” is a presentation by filmmaker and VR pioneer Chris Milk exploring how immersive virtual reality experiences can deepen human empathy by allowing people to step into others’ perspectives.
|
E397209
|
NE FINISHED |
How this triple was built (5 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: TED talk “How virtual reality can create the ultimate empathy machine” | Statement: [Chris Milk, gaveTalk, TED talk “How virtual reality can create the ultimate empathy machine”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: TED talk “How virtual reality can create the ultimate empathy machine” Context triple: [Chris Milk, gaveTalk, TED talk “How virtual reality can create the ultimate empathy machine”]
-
A.
TED Talk "Color blind or color brave?"
TED Talk "Color blind or color brave?" is a widely viewed presentation by Mellody Hobson that challenges the notion of racial colorblindness and advocates for actively confronting and discussing race to promote diversity and inclusion.
-
B.
Daydream VR platform
Daydream VR platform was Google’s mobile virtual reality ecosystem built into Android, offering a standardized hardware and software platform for immersive VR experiences on compatible smartphones and headsets.
-
C.
TED conferences
TED conferences are globally renowned events where leading thinkers and innovators deliver short, impactful talks on technology, entertainment, design, and a wide range of other ideas worth spreading.
-
D.
TED.com
TED.com is the official online platform where TED shares its collection of TED Talks, conferences, and ideas worth spreading with a global audience.
-
E.
Redefining the Possible
Redefining the Possible is the official motto of California State University, Sacramento, expressing the institution’s commitment to expanding opportunities and challenging traditional limits in higher education.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: TED talk “How virtual reality can create the ultimate empathy machine” Triple: [Chris Milk, gaveTalk, TED talk “How virtual reality can create the ultimate empathy machine”]
Generated description
The TED talk “How virtual reality can create the ultimate empathy machine” is a presentation by filmmaker and VR pioneer Chris Milk exploring how immersive virtual reality experiences can deepen human empathy by allowing people to step into others’ perspectives.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: TED talk “How virtual reality can create the ultimate empathy machine” Target entity description: The TED talk “How virtual reality can create the ultimate empathy machine” is a presentation by filmmaker and VR pioneer Chris Milk exploring how immersive virtual reality experiences can deepen human empathy by allowing people to step into others’ perspectives.
-
A.
TED Talk "Color blind or color brave?"
TED Talk "Color blind or color brave?" is a widely viewed presentation by Mellody Hobson that challenges the notion of racial colorblindness and advocates for actively confronting and discussing race to promote diversity and inclusion.
-
B.
Daydream VR platform
Daydream VR platform was Google’s mobile virtual reality ecosystem built into Android, offering a standardized hardware and software platform for immersive VR experiences on compatible smartphones and headsets.
-
C.
TED conferences
TED conferences are globally renowned events where leading thinkers and innovators deliver short, impactful talks on technology, entertainment, design, and a wide range of other ideas worth spreading.
-
D.
TED.com
TED.com is the official online platform where TED shares its collection of TED Talks, conferences, and ideas worth spreading with a global audience.
-
E.
Redefining the Possible
Redefining the Possible is the official motto of California State University, Sacramento, expressing the institution’s commitment to expanding opportunities and challenging traditional limits in higher education.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: gaveTalk Context triple: [Chris Milk, gaveTalk, TED talk “How virtual reality can create the ultimate empathy machine”]
-
A.
givesSpeechOn
Indicates that one entity delivers or presents a speech whose topic or subject matter concerns another entity.
-
B.
spokenOn
Indicates that an utterance or speech act occurred at or during a specific time or date.
-
C.
spokeAt
chosen
Indicates that a person delivered a talk, speech, or presentation at a particular event or location.
-
D.
succeededAsSpeakerBy
Indicates that one entity took over the role or position of speaker from another entity as their successor.
-
E.
alsoSpeak
Indicates that an entity, in addition to another language or mode of communication already mentioned, speaks this additional language or communicates in this additional way.
- F. None of above.
Provenance (6 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69aed95d315881908cbf1bf4a7215fbf |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aef1abe2dc81909c18aeae9b286898 |
completed | March 9, 2026, 4:13 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b51ca9d32881908538065ee71b31c2 |
completed | March 14, 2026, 8:30 a.m. |
| NEDg | Description generation | batch_69b51d8510c08190a88a1a8f044b3c59 |
completed | March 14, 2026, 8:34 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b51e08c7ac8190aab4b270258cdb69 |
completed | March 14, 2026, 8:36 a.m. |
| PD | Predicate disambiguation | batch_69aee75cff148190b6d5979d17fae085 |
completed | March 9, 2026, 3:29 p.m. |
Created at: March 9, 2026, 3:22 p.m.