surface↓classification↓virality
Classificationdimension · returns varchar

VIRALITY

Predict viral potential via zero-shot NLI

Per-row classifier — stable across GROUP BY.

classificationnlispecialist-zootext

Arguments

nametypedescription
textVARCHAR—
mechanismVARCHAR—

About

Viral potential predictor — buckets text by likelihood of going viral. Useful for content strategy and trend analysis. Backend: specialist zoo zero-shot NLI via /classify_batch. Fixed 5-level virality scale. Optional `mechanism` arg focuses the hypothesis on a specific viral driver (humor, outrage, inspiration, controversy, novelty). For LLM-style assessment with deeper social dynamics reasoning, use VIRALITY_LLM — see virality_dimension_llm.cascade.yaml.

Examples

Virality potential assessed

SELECT
  virality ('You wont believe what happens!')

Nearby rabbit holes

same domain
dimension

AUDIENCE

Identify target audience via zero-shot NLI

classificationnlispecialist-zootext+1
dimension

AUDIENCE_LLM

LLM-backed audience identification (escape hatch for AUDIENCE)

classificationllmllm-escape-hatchtext
dimension

AUTHENTICITY

Assess authenticity of content via zero-shot NLI

classificationnlispecialist-zootext
dimension

AUTHENTICITY_LLM

LLM-backed authenticity assessment (escape hatch for AUTHENTICITY)

classificationllmllm-escape-hatchtext
dimension

BUCKET

Classify text into user-specified buckets via zero-shot NLI

classificationnlispecialist-zootext
dimension

BUCKET_LLM

LLM-backed bucketing (escape hatch for BUCKET)

classificationllmllm-escape-hatchtext
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