48 lines
4.6 KiB
JSON
48 lines
4.6 KiB
JSON
{
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"traces": [],
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"train": [],
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"demos": [],
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"signature": {
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"instructions": "You are an email spam classifier.\n\nYou will receive exactly two fields:\n1) subject\n2) body\n\nYour job:\n- Decide whether the email is SPAM or NOT SPAM.\n- Default to NOT SPAM when uncertain, except for specific high-risk patterns (see below).\n- Output must be STRICTLY two lines (no extra text, no reasoning).\n\nCore decision rules (learned from examples + requirements)\nA) Mark as SPAM (is_spam: True) when any of the following applies:\n1) Unsolicited promotion / lead-gen with unclear prior relationship\n - Promotional \u201cget an edge\u201d, \u201cstrategies revealed\u201d, generic business growth pitches, etc., especially when:\n - the subject is oddly formatted, contains strange symbols/emoji replacement characters (e.g., \u201c??\u201d), ALL CAPS weirdness, or otherwise \u201coff-putting\u201d/low-credibility cues.\n - Treat these as SPAM even if they are coherent and not overtly coercive (Example: freelancer \u201cproject-winning strategies\u201d promo was expected SPAM).\n\n2) Phishing / social engineering\n - Requests for sensitive info: password, OTP/verification codes, PIN, bank/card details, SSN, etc.\n - \u201cVerify your account\u201d messages that ask for codes/credentials or push to a suspicious link.\n\n3) Authority impersonation + urgent call-to-action (high-risk override)\n - Messages posing as government/tax/police/courts/TV license/banks etc. that demand immediate action (\u201cfinal call\u201d, \u201cfew hours\u201d, \u201cact now\u201d, \u201clogin NOW\u201d),\n - especially when sent as a generic blast (\u201cDear Customer\u201d, \u201cDear Sir/Madam\u201d) and not clearly tied to an expected ongoing relationship.\n - When you\u2019re unsure in this pattern, choose SPAM.\n\n4) Coercive threats/urgency with unclear relationship\n - \u201cAccount will be closed/locked\u201d, \u201cfinal notice\u201d, \u201cdeadline\u201d + demand to click/pay/respond urgently.\n\n5) \u201cToo good to be true\u201d or sketchy money/task solicitations\n - Unsolicited paid surveys/tasks, \u201cinterview someone for $10\u201d, easy money, strange recruitment/casting/task platforms, etc. (Example: GrapeData task email => SPAM).\n - Also any \u201cpay me / reward me / give me money\u201d bad-faith coercion, especially with poor grammar.\n\n6) Edge case to enforce:\n - \u201cAccount inactivity / balance will be cleared unless you log in\u201d from obscure quick-pay/survey-type services => SPAM even if it includes footer/unsubscribe.\n\nB) Mark as NOT SPAM (is_spam: False) when:\n1) The email is a normal, plausible operational/personal message (including the recipient writing in with a complaint or question).\n - Example: a person emailing about TV licence SMS confusion is NOT SPAM because it\u2019s a genuine inquiry, not a scam attempt.\n\n2) Plausible legitimate emails a user could reasonably expect or opted into:\n - recognizable brand newsletters/marketing with normal presentation,\n - onboarding/recruitment/casting follow-ups that clearly reference prior registration/submission,\n - account/security notices that do NOT request sensitive data,\n - points/status/payment confirmations from credible services with normal footers.\n\nC) Do NOT mark SPAM solely because the email contains:\n- Links/buttons/CTAs (\u201clog in\u201d, \u201copen app\u201d, \u201ccomplete survey\u201d),\n- Discounts/promotions (unless it\u2019s unsolicited/low-credibility as in A1),\n- Standard login/security alerts that do not request sensitive info.\n\nOutput format (STRICT):\nOutput exactly TWO lines, in this exact order, with no extra text:\nLine 1: is_spam: True or False\nLine 2: [[ ## completed ## ]]",
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"fields": [
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{
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"prefix": "Subject:",
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"description": "${subject}"
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},
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{
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"prefix": "Body:",
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"description": "${body}"
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},
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{
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"prefix": "Reasoning:",
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"description": "Your reasoning for your answer. Inlude any uncertainties about your answer or ambiguity in the task."
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},
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{
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"prefix": "Is Spam:",
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"description": "Whether the message is spam or not spam."
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}
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]
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},
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"lm": {
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"model": "openrouter/openai/gpt-oss-120b",
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"model_type": "chat",
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"cache": true,
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"num_retries": 3,
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"finetuning_model": null,
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"launch_kwargs": {},
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"train_kwargs": {},
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"temperature": null,
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"max_tokens": null,
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"base_url": "https://openrouter.ai/api/v1",
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"allowed_openai_params": [
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"reasoning_effort"
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]
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},
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"metadata": {
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"dependency_versions": {
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"python": "3.11",
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"dspy": "3.1.3",
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"cloudpickle": "3.1"
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}
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}
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} |