Upload src/pubguard/__init__.py with huggingface_hub
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src/pubguard/__init__.py
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"""
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PubGuard — Scientific Publication Gatekeeper
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=============================================
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Multi-head document classifier for the PubVerse pipeline.
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Determines whether extracted PDF text represents a genuine
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scientific publication vs. junk, and flags AI-generated or
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offensive content.
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Classification heads:
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1. doc_type – scientific_paper | poster | abstract_only | junk
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2. ai_detect – human | ai_generated
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3. toxicity – clean | toxic
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Architecture mirrors openalex-topic-classifier:
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model2vec (StaticModel) → L2-normalised embeddings → per-head
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linear classifiers (sklearn / small torch heads) stored as
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numpy weight matrices for zero-dependency inference.
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Usage:
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from pubguard import PubGuard
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guard = PubGuard()
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guard.initialize()
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verdict = guard.screen(text)
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# verdict = {
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# 'doc_type': {'label': 'scientific_paper', 'score': 0.94},
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# 'ai_generated': {'label': 'human', 'score': 0.87},
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# 'toxicity': {'label': 'clean', 'score': 0.99},
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# 'pass': True
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# }
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"""
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from .classifier import PubGuard
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from .config import PubGuardConfig
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from .errors import (
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PubVerseError,
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build_pubguard_error,
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empty_input_error,
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unreadable_pdf_error,
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models_missing_error,
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gate_bypassed,
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format_error_line,
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PIPELINE_ERRORS,
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)
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__version__ = "0.1.0"
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__all__ = [
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"PubGuard",
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"PubGuardConfig",
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"PubVerseError",
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"build_pubguard_error",
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"empty_input_error",
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"unreadable_pdf_error",
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"models_missing_error",
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"gate_bypassed",
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"format_error_line",
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"PIPELINE_ERRORS",
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]
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