| { |
| "description": "Topic-drift detector dataset: prompt+response pairs with 1-4 topic-labelled spans (see YAML).", |
| "factors": [ |
| { |
| "name": "Primary topic", |
| "description": "The label of the first (or only) span. Uniform across the seven domains; this is the one axis that sets per-label balance, so nothing else may dictate the topic.", |
| "weight": 1.0, |
| "level": 0, |
| "path": [ |
| "Primary topic" |
| ], |
| "children": [ |
| { |
| "name": "Enterprise documents", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "Enterprise documents" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "General news & content", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "General news & content" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Customer service", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "Customer service" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Legal", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "Legal" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Financial", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "Financial" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "HR & people operations", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "HR & people operations" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Healthcare", |
| "description": "", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Primary topic", |
| "Healthcare" |
| ], |
| "children": [] |
| } |
| ] |
| }, |
| { |
| "name": "Second topic", |
| "description": "None => the record has fewer topics; Present => a distinct second label. Only legal when every earlier slot is Present (contiguity enforced).", |
| "weight": 1.0, |
| "level": 0, |
| "path": [ |
| "Second topic" |
| ], |
| "children": [ |
| { |
| "name": "None", |
| "description": "No second topic. The record stops before this slot (its count is one smaller).", |
| "weight": 0.43999999999999995, |
| "level": 1, |
| "path": [ |
| "Second topic", |
| "None" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Present", |
| "description": "A distinct second span: after the previous topic is covered, pivot once and cover this label fully. Must differ from every earlier topic (enforced).", |
| "weight": 0.56, |
| "level": 1, |
| "path": [ |
| "Second topic", |
| "Present" |
| ], |
| "children": [ |
| { |
| "name": "Enterprise documents", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "Enterprise documents" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "General news & content", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "General news & content" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Customer service", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "Customer service" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Legal", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "Legal" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Financial", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "Financial" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "HR & people operations", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "HR & people operations" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Healthcare", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Second topic", |
| "Present", |
| "Healthcare" |
| ], |
| "children": [] |
| } |
| ] |
| } |
| ] |
| }, |
| { |
| "name": "Third topic", |
| "description": "None => the record has fewer topics; Present => a distinct third label. Only legal when every earlier slot is Present (contiguity enforced).", |
| "weight": 1.0, |
| "level": 0, |
| "path": [ |
| "Third topic" |
| ], |
| "children": [ |
| { |
| "name": "None", |
| "description": "No third topic. The record stops before this slot (its count is one smaller).", |
| "weight": 0.32999999999999996, |
| "level": 1, |
| "path": [ |
| "Third topic", |
| "None" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Present", |
| "description": "A distinct third span: after the previous topic is covered, pivot once and cover this label fully. Must differ from every earlier topic (enforced).", |
| "weight": 0.67, |
| "level": 1, |
| "path": [ |
| "Third topic", |
| "Present" |
| ], |
| "children": [ |
| { |
| "name": "Enterprise documents", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "Enterprise documents" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "General news & content", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "General news & content" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Customer service", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "Customer service" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Legal", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "Legal" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Financial", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "Financial" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "HR & people operations", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "HR & people operations" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Healthcare", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Third topic", |
| "Present", |
| "Healthcare" |
| ], |
| "children": [] |
| } |
| ] |
| } |
| ] |
| }, |
| { |
| "name": "Fourth topic", |
| "description": "None => the record has fewer topics; Present => a distinct fourth label. Only legal when every earlier slot is Present (contiguity enforced).", |
| "weight": 1.0, |
| "level": 0, |
| "path": [ |
| "Fourth topic" |
| ], |
| "children": [ |
| { |
| "name": "None", |
| "description": "No fourth topic. The record stops before this slot (its count is one smaller).", |
| "weight": 0.4, |
| "level": 1, |
| "path": [ |
| "Fourth topic", |
| "None" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Present", |
| "description": "A distinct fourth span: after the previous topic is covered, pivot once and cover this label fully. Must differ from every earlier topic (enforced).", |
| "weight": 0.6, |
| "level": 1, |
| "path": [ |
| "Fourth topic", |
| "Present" |
| ], |
| "children": [ |
| { |
| "name": "Enterprise documents", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "Enterprise documents" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "General news & content", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "General news & content" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Customer service", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "Customer service" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Legal", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "Legal" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Financial", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "Financial" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "HR & people operations", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "HR & people operations" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Healthcare", |
| "description": "", |
| "weight": 1.0, |
| "level": 2, |
| "path": [ |
| "Fourth topic", |
| "Present", |
| "Healthcare" |
| ], |
| "children": [] |
| } |
| ] |
| } |
| ] |
| }, |
| { |
| "name": "Boundary difficulty", |
| "description": "How detectable each topic change is.", |
| "weight": 1.0, |
| "level": 0, |
| "path": [ |
| "Boundary difficulty" |
| ], |
| "children": [ |
| { |
| "name": "No boundary", |
| "description": "Single-topic only: there is no topic change to detect.", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Boundary difficulty", |
| "No boundary" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Applicable", |
| "description": "Multi-topic. The chosen style applies at EVERY pivot. Never a visible heading, XML label, or topic name as the cue.", |
| "weight": 1.0, |
| "level": 1, |
| "path": [ |
| "Boundary difficulty", |
| "Applicable" |
| ], |
| "children": [ |
| { |
| "name": "Explicit natural connective", |
| "description": "An ordinary linking sentence signals each shift (\"On a separate note, ...\").", |
| "weight": 0.4, |
| "level": 2, |
| "path": [ |
| "Boundary difficulty", |
| "Applicable", |
| "Explicit natural connective" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Light or neutral connective", |
| "description": "A faint pivot; the reader feels a mild change of subject at each boundary.", |
| "weight": 0.35, |
| "level": 2, |
| "path": [ |
| "Boundary difficulty", |
| "Applicable", |
| "Light or neutral connective" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Unmarked or shared-entity pivot", |
| "description": "No connective at all: the next sentence simply starts the new topic, or the pivot rides on a person/company/object the spans share.", |
| "weight": 0.25, |
| "level": 2, |
| "path": [ |
| "Boundary difficulty", |
| "Applicable", |
| "Unmarked or shared-entity pivot" |
| ], |
| "children": [] |
| } |
| ] |
| } |
| ] |
| }, |
| { |
| "name": "Surface structure", |
| "description": "Mechanical layout only, independent of topic. A visible structural break must sometimes sit INSIDE a stable topic span so layout is never a boundary shortcut.", |
| "weight": 1.0, |
| "level": 0, |
| "path": [ |
| "Surface structure" |
| ], |
| "children": [ |
| { |
| "name": "Continuous prose", |
| "description": "", |
| "weight": 0.3, |
| "level": 1, |
| "path": [ |
| "Surface structure", |
| "Continuous prose" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Multi-paragraph prose", |
| "description": "", |
| "weight": 0.3, |
| "level": 1, |
| "path": [ |
| "Surface structure", |
| "Multi-paragraph prose" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Bullets or checklist", |
| "description": "", |
| "weight": 0.15, |
| "level": 1, |
| "path": [ |
| "Surface structure", |
| "Bullets or checklist" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Numbered steps", |
| "description": "", |
| "weight": 0.15, |
| "level": 1, |
| "path": [ |
| "Surface structure", |
| "Numbered steps" |
| ], |
| "children": [] |
| }, |
| { |
| "name": "Mixed prose and list", |
| "description": "", |
| "weight": 0.07, |
| "level": 1, |
| "path": [ |
| "Surface structure", |
| "Mixed prose and list" |
| ], |
| "children": [] |
| } |
| ] |
| } |
| ] |
| } |
