Exit Lens Classifier

Version: 2026-06-27-v2-3model-onnx

Selected artifacts: general/model.onnx, cult/model.onnx, and risk/model.onnx (ONNX)

Model SHA256 values are listed in the current role checksums table below.

These verified ONNX artifacts are intended for browser-side metadata classification with rule/fragment safety fallback.

Current repository

This Hugging Face repository is saibiindex/exitlens. It supersedes the legacy single-model repository world08/exit-lens-classifier for browser runtime downloads. The legacy repository is retained only as read-only model-card and reference material.

The current package has three role-specific ONNX models:

general: ordinary conversation, light support, service-help turns, and hard-negative examples.
cult: high-risk group context, deceptive recruitment, exit or distancing context, and coercive-control metadata.
risk: self-harm, unknown substances, privacy or money pressure, sexual violence or boundary risk, violence, source integrity, and other safety-risk metadata.

Korean-language model only

These models are intended exclusively for Korean-language input. They were not designed or evaluated for English-language users or multilingual use. If your application will not operate in Korean, do not use these models. Inputs in other languages may produce unreliable or meaningless classifications.

License and attribution

This model is released under the Creative Commons Attribution-NonCommercial 4.0 International license (CC BY-NC 4.0).

Commercial use is prohibited.
Attribution is required for every permitted use, including personal study, education, research, experiments, and non-commercial projects.
Attribution should identify Exit Lens Classifier, world08, saibiindex/exitlens, and the pseudo-index project, and should include a link to this model repository and the CC BY-NC 4.0 license.
Review and comply with the full license terms before redistributing the model or derivative material.

Project scope and change policy

These models were built specifically for the maintainer's personal pseudo-index project and the Onexit web app. They are not general-purpose classifiers, a standardized public service, or a drop-in solution for unrelated products. The maintainer may modify, replace, retrain, relabel, restrict, or remove the model at their discretion, without guaranteeing backward compatibility or continued availability.

Not an LLM or counseling service

These models are multi-head classifiers, not large language models. They do not conduct conversations, provide counseling, generate final advice, or make professional decisions. Do not ask these models for counseling and do not deploy them as a substitute for a counselor, clinician, lawyer, emergency service, or other qualified professional.

Purpose

Exit Lens Classifier is a set of supporting risk-signal classifiers for counseling inputs related to high-risk groups and coercive or deceptive situations. It is not a final counseling AI and does not directly decide what a user should do.

Each role model predicts four metadata heads:

primaryDomain
templateId
urgency
slotProfile

Model output is not a user-facing answer. Final responses in Onexit remain controlled by SafetyGate, ResponsePlanner, FragmentComposer, and TemplateValidator.

Safety and limitations

The models and their maintainer do not take responsibility for a user's deployment choices, interpretations, decisions, actions, generated downstream content, or resulting outcomes. To the extent permitted by law, users and operators assume responsibility for their use of the model and for compliance with applicable laws, policies, and professional duties.
The models are provided "as is," without warranties of accuracy, fitness, reliability, safety, or availability.
These models do not replace legal, medical, mental-health, or counseling professionals.
Self-harm, violence, sexual violence, and personal-information harm require safety-gate handling and urgent guidance before ordinary classification output.
Do not use the classifiers to condemn or disparage religions in general.
Do not present unsupported criminal allegations as facts.
Review the package before publication to ensure that model files, metadata, and this card contain no private or sensitive source text.
Training artifacts are intended for storage/evaluation. Only exported and validated ONNX packages may be marked browser-ready.

Package files

manifest.json and each role manifest.json record file roles and model checksums. sha256sums.txt covers every uploaded package file except itself. Legacy single-model files from world08/exit-lens-classifier are kept under legacy/ as read-only reference material. Current browser downloads use saibiindex/exitlens.

Current 3-model package files

README.md
manifest.json
sha256sums.txt
general/
  model.onnx
  label_map.json
  manifest.json
  tokenizer/
cult/
  model.onnx
  label_map.json
  manifest.json
  tokenizer/
risk/
  model.onnx
  label_map.json
  manifest.json
  tokenizer/
legacy/
  README.md or other copied legacy reference files when available

Current role checksums

Role	Model file	SHA256	Size
`general`	`general/model.onnx`	`6cc0d64e64c1f96e344682abc56e5986563ad73322620f0c2413d6d3b0151ce9`	539,287,834
`cult`	`cult/model.onnx`	`710266250dde6f5d930691233d2983b459a738dc9a0c1d79c4efc00e3764f8b8`	539,287,834
`risk`	`risk/model.onnx`	`27634cd84119c4e10495610df49d00e1b29572c48daa64d228e2178f9cb7b8fa`	539,287,834

Verify a downloaded model before browser use:

sha256sum general/model.onnx
sha256sum cult/model.onnx
sha256sum risk/model.onnx

On Windows PowerShell:

Get-FileHash general/model.onnx -Algorithm SHA256
Get-FileHash cult/model.onnx -Algorithm SHA256
Get-FileHash risk/model.onnx -Algorithm SHA256

Legacy source

Legacy model-card/source files copied into legacy/: README.md, label_map.json, model_manifest.json, special_tokens_map.json, tokenizer.json, tokenizer_config.json, vocab.txt

No token or secret is stored in this repository or in the model card.

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