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README.md
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---
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title: Abuse Pattern Detector V2
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emoji: π»
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colorFrom: gray
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# π Detecting Hidden Harm: Abuse Language Patterns with Tether AI
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Tether is a free, trauma-informed AI tool that detects emotional abuse patterns in text messages. It was built for survivors, by a survivor β blending behavioral science, NLP, and lived experience to uncover what often goes unseen.
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While most AI tools focus on obvious toxicity or profanity, Tether specializes in **covert abuse**:
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Gaslighting. Guilt-tripping. Control. DARVO.
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The things that leave no bruise, but devastate your sense of self.
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---
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## π― Mission
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Tether exists to help people recognize patterns of harm in language β especially those trapped in emotionally abusive relationships who can't quite name whatβs happening to them.
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This is not a commercial product. There are no ads, no accounts, and no tracking.
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Itβs here because I lived it. And because I know how hard it is to see clearly while youβre still in it.
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---
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## π What It Detects
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Tether flags emotional and psychological abuse patterns at the **message level**, including:
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- **Control** β overt and covert restrictions on autonomy
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- **Gaslighting** β reality distortion, denial, contradiction
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- **Blame Shifting** β manipulation of responsibility
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- **Dismissiveness** β minimization, shutdown, invalidation
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- **Recovery Phase** β manipulative calm following escalation
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- **DARVO** β defensive reversal of blame
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- **Guilt Tripping**, **Projection**, **Obscure Language**, and more
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Each label is assigned based on trained thresholds, tone, and contextual pattern analysis.
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It also provides:
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- **Abuse Score (0β100%)**
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- **Emotional Tone (anger, disgust, fear, neutral, etc.)**
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- **Motif Tags** for repeat patterns
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- **Risk Estimation** (early, escalating, or high-risk)
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---
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## π§ How It Works
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- **Model:** Fine-tuned RoBERTa, multi-label classification
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- **Dataset:** Custom, real-language abuse dataset curated by survivors & reviewed for clinical clarity
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- **Emotion Detection:** `j-hartmann/emotion-english-distilroberta-base`
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- **Visualization:** Real-time timeline chart for multiple messages
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---
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## β οΈ Safety + Disclaimer
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Tether is **not a diagnostic tool**. It does **not replace therapy**, legal support, or personal judgment.
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Instead, it offers **a mirror** β one that can help you ask deeper questions about how you're being spoken to.
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If youβre in an unsafe situation, we recommend reaching out to a support network or crisis line. For U.S. residents, the **National Domestic Violence Hotline** is available 24/7 at 800-799-7233 or via text/chat.
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---
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## π§ͺ Use Cases
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- π§ Survivors seeking clarity on relationship patterns
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- π§ββοΈ Legal or DV advocates reviewing communication logs
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- π§ Behavioral researchers modeling patterns of harm
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- π± People asking, *βIs this message okay?β* and needing an honest, emotionally neutral lens
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---
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## π Try it
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βΆοΈ **Live App**: [https://huggingface.co/spaces/SamanthaStorm/tether](https://huggingface.co/spaces/SamanthaStorm/tether)
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π **More Info**: [https://www.usetetherai.com](https://www.usetetherai.com)
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---
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## π©βπ» About the Creator
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Tether is built by **Samantha Parnham**, a behavioral scientist, survivor, and advocate for trauma-aware tech. Her work blends ABA, psychology, and AI to create tools that help people feel seen, supported, and safe.
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title: Abuse Pattern Detector V2
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emoji: π»
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colorFrom: gray
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