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train_000824 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "gulf", "difficulty": "hard_negative", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "arabic_em... |
train_000604 | عميلنا العزيز، الحقل عبد الرزاق المنصوري. شكرا لتواصلك. | [
{
"start": 21,
"end": 40,
"label": "PERSON",
"text": "عبد الرزاق المنصوري"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "government_municipal", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": "... |
train_000830 | عميلنا العزيز، الحقل شارع الشاطئ 157، حي الشاطئ، الظهران، فيلا 215، دور 12. شكرا لتواصلك. | [
{
"start": 21,
"end": 74,
"label": "ADDRESS",
"text": "شارع الشاطئ 157، حي الشاطئ، الظهران، فيلا 215، دور 12"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "insurance_claims", "format": "key_value_form", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": "pu... |
train_000119 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "egyptian", "difficulty": "hard_negative", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "arabic_emb... |
train_000265 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "egyptian", "difficulty": "hard_negative", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": "ar... |
train_000456 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "key_value_form", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "pure_arabic", "leng... |
train_000152 | عميلنا العزيز، الحقل نهج السلام 172، حي القرم، البريمي، برج 195، شقة 7، الحقل mariam.shami57222@om.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 70,
"label": "ADDRESS",
"text": "نهج السلام 172، حي القرم، البريمي، برج 195، شقة 7"
},
{
"start": 78,
"end": 110,
"label": "EMAIL",
"text": "mariam.shami57222@om.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "code_switch", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode"... |
train_000865 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "group_chat", "language_mode": "pure_arabic", "l... |
train_000099 | عميلنا العزيز، الحقل رامي أبو نجار، الحقل نهج البحر ٦١، حي التجمع الخامس، الإسكندرية، فيلا ١٧٦، وحدة ٣٥. شكرا لتواصلك. | [
{
"start": 21,
"end": 34,
"label": "PERSON",
"text": "رامي أبو نجار"
},
{
"start": 42,
"end": 103,
"label": "ADDRESS",
"text": "نهج البحر ٦١، حي التجمع الخامس، الإسكندرية، فيلا ١٧٦، وحدة ٣٥"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "travel_hotel_airline", "format": "chat_log", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "group_chat", "language_mode": "pure_ar... |
train_000335 | عميلنا العزيز، الحقل حصة أبو حافظ. شكرا لتواصلك. | [
{
"start": 21,
"end": 33,
"label": "PERSON",
"text": "حصة أبو حافظ"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "code_switch", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "arabic_english_... |
train_000050 | عميلنا العزيز، الحقل حارة السلام ٢٢٣، حي إمبابة، الإسماعيلية، منزل ٤٢، وحدة ٩. شكرا لتواصلك. | [
{
"start": 21,
"end": 77,
"label": "ADDRESS",
"text": "حارة السلام ٢٢٣، حي إمبابة، الإسماعيلية، منزل ٤٢، وحدة ٩"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "healthcare_admin", "format": "key_value_form", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "arab... |
train_000142 | عميلنا العزيز، الحقل سالم الدمياطي، الحقل ali.khoury140592@cairo.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 34,
"label": "PERSON",
"text": "سالم الدمياطي"
},
{
"start": 42,
"end": 76,
"label": "EMAIL",
"text": "ali.khoury140592@cairo.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mod... |
train_000373 | عميلنا العزيز، الحقل شيماء الهلال. شكرا لتواصلك. | [
{
"start": 21,
"end": 33,
"label": "PERSON",
"text": "شيماء الهلال"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "saas_app_support", "format": "chat_log", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": "stru... |
train_000049 | عميلنا العزيز، الحقل ليث آل سليم، الحقل CUST-KW-83919300، الحقل نهج الزيتون 102، حي السالمية، الفحيحيل، برج 102، شقة 15. شكرا لتواصلك. | [
{
"start": 21,
"end": 32,
"label": "PERSON",
"text": "ليث آل سليم"
},
{
"start": 40,
"end": 56,
"label": "ACCOUNT_NUMBER",
"text": "CUST-KW-83919300"
},
{
"start": 64,
"end": 119,
"label": "ADDRESS",
"text": "نهج الزيتون 102، حي السالمية، الفحيحيل، برج 102، شق... | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "pure_arabi... |
train_000805 | عميلنا العزيز، الحقل مرجع-JO-33/3816768، الحقل ahmed_darwish446209@jo.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 39,
"label": "ACCOUNT_NUMBER",
"text": "مرجع-JO-33/3816768"
},
{
"start": 47,
"end": 81,
"label": "EMAIL",
"text": "ahmed_darwish446209@jo.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "structured_bilingual",... |
train_000161 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "group_chat", "language_mode": "pure_arabic", "... |
train_000127 | عميلنا العزيز، الحقل INV-EG-٢٠٢٦-OP-٥١٤٧٠٥. شكرا لتواصلك. | [
{
"start": 21,
"end": 42,
"label": "ACCOUNT_NUMBER",
"text": "INV-EG-٢٠٢٦-OP-٥١٤٧٠٥"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "real_estate_utilities", "format": "crm_ticket", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "structured_entry", "language_mode":... |
train_000083 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "egyptian", "difficulty": "hard_negative", "digit_class": "western", "domain": "travel_hotel_airline", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "... |
train_000497 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "egyptian", "difficulty": "hard_negative", "digit_class": "western", "domain": "banking_fintech", "format": "crm_ticket", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "structured_entry", "language_mode": "pure_arabi... |
train_000638 | عميلنا العزيز، الحقل QA59KXFKJPNYOX03BXLKPT259UFEN، الحقل CUST-QA-٠٣٨٠٤٤٣٠، الحقل ٠٣٨٧-٢٤٩٥-٠٢٦٧-١٠٢٨. شكرا لتواصلك. | [
{
"start": 21,
"end": 50,
"label": "IBAN",
"text": "QA59KXFKJPNYOX03BXLKPT259UFEN"
},
{
"start": 58,
"end": 74,
"label": "ACCOUNT_NUMBER",
"text": "CUST-QA-٠٣٨٠٤٤٣٠"
},
{
"start": 82,
"end": 101,
"label": "BANK_ACCOUNT_NUMBER",
"text": "٠٣٨٧-٢٤٩٥-٠٢٦٧-١٠٢٨"
... | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "financial_trio", "digit_class": "arabic_indic", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "group_chat", "language_mode": "pure_... |
train_000073 | عميلنا العزيز، الحقل زقاق المطار 19، حي المالكي، حلب، بناية 6، دور 2. شكرا لتواصلك. | [
{
"start": 21,
"end": 68,
"label": "ADDRESS",
"text": "زقاق المطار 19، حي المالكي، حلب، بناية 6، دور 2"
}
] | train | llm_synthetic | positive | {"dialect": "levantine", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "chat_log", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "structured_entry", "language_mode": "arabic_embed... |
train_000681 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "msa", "difficulty": "hard_negative", "digit_class": "western", "domain": "government_municipal", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode"... |
train_000007 | عميلنا العزيز، الحقل ACCT-KW-728-824481221922. شكرا لتواصلك. | [
{
"start": 21,
"end": 45,
"label": "BANK_ACCOUNT_NUMBER",
"text": "ACCT-KW-728-824481221922"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "personal_private_chats", "format": "voice_transcript", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "arabi... |
train_000322 | عميلنا العزيز، الحقل 2643-3288-8320-3539. شكرا لتواصلك. | [
{
"start": 21,
"end": 40,
"label": "BANK_ACCOUNT_NUMBER",
"text": "2643-3288-8320-3539"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "pure... |
train_000172 | عميلنا العزيز، الحقل دوار المطار 122، حي الزمالك، سوهاج، فيلا 207، دور 32، الحقل هدير أبو نجار. شكرا لتواصلك. | [
{
"start": 21,
"end": 73,
"label": "ADDRESS",
"text": "دوار المطار 122، حي الزمالك، سوهاج، فيلا 207، دور 32"
},
{
"start": 81,
"end": 94,
"label": "PERSON",
"text": "هدير أبو نجار"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "voice_agent_transcripts", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "arab... |
train_000683 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "group_chat", "language_mode": "pure_arabic", "le... |
train_000738 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "gulf", "difficulty": "hard_negative", "digit_class": "western", "domain": "insurance_claims", "format": "key_value_form", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "arabic... |
train_000087 | عميلنا العزيز، الحقل زقاق النيل ٧٢، حي الزمالك، المنيا، فيلا ٨٧، وحدة ٧، الحقل سيف أبو حسن. شكرا لتواصلك. | [
{
"start": 21,
"end": 71,
"label": "ADDRESS",
"text": "زقاق النيل ٧٢، حي الزمالك، المنيا، فيلا ٨٧، وحدة ٧"
},
{
"start": 79,
"end": 90,
"label": "PERSON",
"text": "سيف أبو حسن"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "structured_entry", "language_mode": "stru... |
train_000801 | عميلنا العزيز، الحقل ميدان المدرسة 79، حي النسيم، تبوك، عمارة 216، دور 17. شكرا لتواصلك. | [
{
"start": 21,
"end": 73,
"label": "ADDRESS",
"text": "ميدان المدرسة 79، حي النسيم، تبوك، عمارة 216، دور 17"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "voice_agent_transcripts", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "group_chat", "language_mode": "arabic_emb... |
train_000599 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "msa", "difficulty": "hard_negative", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "p... |
train_000511 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "banking_fintech", "format": "crm_ticket", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": "ara... |
train_000791 | عميلنا العزيز، الحقل noura.mansour942060@lb.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 55,
"label": "EMAIL",
"text": "noura.mansour942060@lb.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "ara... |
train_000120 | عميلنا العزيز، الحقل حساب-JO-388-18398909693. شكرا لتواصلك. | [
{
"start": 21,
"end": 44,
"label": "BANK_ACCOUNT_NUMBER",
"text": "حساب-JO-388-18398909693"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "pure_arabic", ... |
train_000725 | عميلنا العزيز، الحقل 056 453 0240، الحقل طريق الزيتون 159، حي النزهة، المدينة، برج 200، وحدة 24. شكرا لتواصلك. | [
{
"start": 21,
"end": 33,
"label": "PHONE_NUMBER",
"text": "056 453 0240"
},
{
"start": 41,
"end": 95,
"label": "ADDRESS",
"text": "طريق الزيتون 159، حي النزهة، المدينة، برج 200، وحدة 24"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "code_switch", "digit_class": "western", "domain": "government_municipal", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": ... |
train_000554 | عميلنا العزيز، الحقل ساحة السلام 91، حي الوعب، الوكرة، منزل 48، وحدة 8. شكرا لتواصلك. | [
{
"start": 21,
"end": 70,
"label": "ADDRESS",
"text": "ساحة السلام 91، حي الوعب، الوكرة، منزل 48، وحدة 8"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "pu... |
train_000537 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "key_value_form", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "pure_arabic", "... |
train_000115 | عميلنا العزيز، الحقل huda_fassi775611@om.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 52,
"label": "EMAIL",
"text": "huda_fassi775611@om.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "code_switch", "digit_class": "western", "domain": "travel_hotel_airline", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "ara... |
train_000343 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "egyptian", "difficulty": "hard_negative", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "langu... |
train_000882 | عميلنا العزيز، الحقل 056 272 0719. شكرا لتواصلك. | [
{
"start": 21,
"end": 33,
"label": "PHONE_NUMBER",
"text": "056 272 0719"
}
] | train | llm_synthetic | positive | {"dialect": "arabizi", "difficulty": "normal", "digit_class": "western", "domain": "education_admin", "format": "key_value_form", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "ara... |
train_000682 | عميلنا العزيز، الحقل علي الحلاق، الحقل 223650038. شكرا لتواصلك. | [
{
"start": 21,
"end": 31,
"label": "PERSON",
"text": "علي الحلاق"
},
{
"start": 39,
"end": 48,
"label": "ACCOUNT_NUMBER",
"text": "223650038"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "st... |
train_000053 | عميلنا العزيز، الحقل CUST-EG-١٢٤٦٢٦٣١. شكرا لتواصلك. | [
{
"start": 21,
"end": 37,
"label": "ACCOUNT_NUMBER",
"text": "CUST-EG-١٢٤٦٢٦٣١"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "pure_ar... |
train_000843 | عميلنا العزيز، الحقل AE455342382180636315353، الحقل mustafa.saleh241657@dubai.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 44,
"label": "IBAN",
"text": "AE455342382180636315353"
},
{
"start": 52,
"end": 89,
"label": "EMAIL",
"text": "mustafa.saleh241657@dubai.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "mixed", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "structured_bilingua... |
train_000856 | عميلنا العزيز، الحقل 078 422 3247. شكرا لتواصلك. | [
{
"start": 21,
"end": 33,
"label": "PHONE_NUMBER",
"text": "078 422 3247"
}
] | train | llm_synthetic | positive | {"dialect": "levantine", "difficulty": "normal", "digit_class": "mixed", "domain": "government_municipal", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "struc... |
train_000561 | عميلنا العزيز، الحقل فهد آل هلال. شكرا لتواصلك. | [
{
"start": 21,
"end": 32,
"label": "PERSON",
"text": "فهد آل هلال"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "education_admin", "format": "key_value_form", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "pure_a... |
train_000600 | عميلنا العزيز، الحقل ساحة الزيتون ٦، حي المصيطبة، بيروت، برج ١٦٢، دور ٣. شكرا لتواصلك. | [
{
"start": 21,
"end": 71,
"label": "ADDRESS",
"text": "ساحة الزيتون ٦، حي المصيطبة، بيروت، برج ١٦٢، دور ٣"
}
] | train | llm_synthetic | positive | {"dialect": "mixed_colloquial", "difficulty": "normal", "digit_class": "mixed", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "structured_entry", "language_mod... |
train_000107 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "personal_private_chats", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "st... |
train_000582 | عميلنا العزيز، الحقل ٠١٠ ٤٣٦٦ ٨٧٥٦. شكرا لتواصلك. | [
{
"start": 21,
"end": 34,
"label": "PHONE_NUMBER",
"text": "٠١٠ ٤٣٦٦ ٨٧٥٦"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "arabic... |
train_000024 | عميلنا العزيز، الحقل +20 10 4544 3480. شكرا لتواصلك. | [
{
"start": 21,
"end": 37,
"label": "PHONE_NUMBER",
"text": "+20 10 4544 3480"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "travel_hotel_airline", "format": "voice_transcript", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "structur... |
train_000515 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "gulf", "difficulty": "hard_negative", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "... |
train_000519 | عميلنا العزيز، الحقل INV-QA-2026-IA-345301، الحقل دانية المصري. شكرا لتواصلك. | [
{
"start": 21,
"end": 42,
"label": "ACCOUNT_NUMBER",
"text": "INV-QA-2026-IA-345301"
},
{
"start": 50,
"end": 62,
"label": "PERSON",
"text": "دانية المصري"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "saas_app_support", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "pure... |
train_000862 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "msa", "difficulty": "code_switch", "digit_class": "western", "domain": "banking_fintech", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "... |
train_000168 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "gulf", "difficulty": "hard_negative", "digit_class": "western", "domain": "education_admin", "format": "crm_ticket", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": "... |
train_000507 | عميلنا العزيز، الحقل لمى أبو غنام. شكرا لتواصلك. | [
{
"start": 21,
"end": 33,
"label": "PERSON",
"text": "لمى أبو غنام"
}
] | train | llm_synthetic | positive | {"dialect": "levantine", "difficulty": "normal", "digit_class": "western", "domain": "personal_private_chats", "format": "voice_transcript", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "... |
train_000242 | عميلنا العزيز، الحقل درب الجامعة ١٩٠، حي الدقي، السويس، فيلا ٢٠٣، دور ٢٠. شكرا لتواصلك. | [
{
"start": 21,
"end": 72,
"label": "ADDRESS",
"text": "درب الجامعة ١٩٠، حي الدقي، السويس، فيلا ٢٠٣، دور ٢٠"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "code_switch", "digit_class": "arabic_indic", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode... |
train_000279 | عميلنا العزيز، الحقل طارق الأمين. شكرا لتواصلك. | [
{
"start": 21,
"end": 32,
"label": "PERSON",
"text": "طارق الأمين"
}
] | train | llm_synthetic | positive | {"dialect": "levantine", "difficulty": "normal", "digit_class": "western", "domain": "insurance_claims", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "pu... |
train_000931 | عميلنا العزيز، الحقل مهند أبو حلاق. شكرا لتواصلك. | [
{
"start": 21,
"end": 34,
"label": "PERSON",
"text": "مهند أبو حلاق"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "structured_... |
train_000820 | عميلنا العزيز، الحقل yara_naser875216@ps.example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 52,
"label": "EMAIL",
"text": "yara_naser875216@ps.example.com"
}
] | train | llm_synthetic | positive | {"dialect": "levantine", "difficulty": "normal", "digit_class": "western", "domain": "voice_agent_transcripts", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mod... |
train_000500 | عميلنا العزيز، الحقل +٩٧١ ٥٤ ١٧٦ ٧٨٤٨. شكرا لتواصلك. | [
{
"start": 21,
"end": 37,
"label": "PHONE_NUMBER",
"text": "+٩٧١ ٥٤ ١٧٦ ٧٨٤٨"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "pur... |
train_000659 | عميلنا العزيز، الحقل ibrahim.farouk228080@example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 53,
"label": "EMAIL",
"text": "ibrahim.farouk228080@example.com"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "code_switch", "digit_class": "western", "domain": "travel_hotel_airline", "format": "crm_ticket", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "arabic_en... |
train_000499 | عميلنا العزيز، الحقل نهج الورد ٢١٠، حي القرم، مسقط، برج ١٤، وحدة ٢٨. شكرا لتواصلك. | [
{
"start": 21,
"end": 67,
"label": "ADDRESS",
"text": "نهج الورد ٢١٠، حي القرم، مسقط، برج ١٤، وحدة ٢٨"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "code_switch", "digit_class": "mixed", "domain": "ecommerce_or_delivery", "format": "crm_ticket", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "a... |
train_000628 | عميلنا العزيز، الحقل +٩٧٠ ٥٩ ٥٤٣ ٥١٧٣. شكرا لتواصلك. | [
{
"start": 21,
"end": 37,
"label": "PHONE_NUMBER",
"text": "+٩٧٠ ٥٩ ٥٤٣ ٥١٧٣"
}
] | train | llm_synthetic | positive | {"dialect": "arabizi", "difficulty": "normal", "digit_class": "mixed", "domain": "telecom", "format": "key_value_form", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "pure_arabic", "length... |
train_000418 | عميلنا العزيز، الحقل بشاير أبو يوسف. شكرا لتواصلك. | [
{
"start": 21,
"end": 35,
"label": "PERSON",
"text": "بشاير أبو يوسف"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode": ... |
train_000639 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "mixed_colloquial", "difficulty": "hard_negative", "digit_class": "western", "domain": "healthcare_admin", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message",... |
train_000201 | عميلنا العزيز، الحقل ياسمين العبدالسلام، الحقل ACCT-EG-٦٩٣-٧٨٤٣٤٥٠٨٢١٥٣٢٦. شكرا لتواصلك. | [
{
"start": 21,
"end": 39,
"label": "PERSON",
"text": "ياسمين العبدالسلام"
},
{
"start": 47,
"end": 73,
"label": "BANK_ACCOUNT_NUMBER",
"text": "ACCT-EG-٦٩٣-٧٨٤٣٤٥٠٨٢١٥٣٢٦"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "insurance_claims", "format": "key_value_form", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "stru... |
train_000026 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "gulf", "difficulty": "code_switch", "digit_class": "western", "domain": "education_admin", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "third_person_record", "language_mode": "ara... |
train_000562 | عميلنا العزيز، الحقل دوار المحطة 173، حي الوعب، أم صلال، منزل 149، دور 30. شكرا لتواصلك. | [
{
"start": 21,
"end": 73,
"label": "ADDRESS",
"text": "دوار المحطة 173، حي الوعب، أم صلال، منزل 149، دور 30"
}
] | train | llm_synthetic | positive | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": "pure_ar... |
train_000314 | عميلنا العزيز، الحقل ساحة العروبة 83، حي الجبيهة، الزرقاء، منزل 119، شقة 30، الحقل yaramansour677613@example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 75,
"label": "ADDRESS",
"text": "ساحة العروبة 83، حي الجبيهة، الزرقاء، منزل 119، شقة 30"
},
{
"start": 83,
"end": 112,
"label": "EMAIL",
"text": "yaramansour677613@example.com"
}
] | train | llm_synthetic | positive | {"dialect": "mixed_colloquial", "difficulty": "normal", "digit_class": "western", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mod... |
train_000857 | رقم الطلب ORD-99213 وتذكرة الدعم TKT-5521، المدينة الرياض، آيبان غير صالح SA00. | [] | train | llm_synthetic | hard_negative | {"dialect": "levantine", "difficulty": "code_switch", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "structured_entry", "language_mode": "a... |
train_000586 | عميلنا العزيز، الحقل ساحة السلام 7، حي عين شمس، الزقازيق، فيلا 81، وحدة 24. شكرا لتواصلك. | [
{
"start": 21,
"end": 74,
"label": "ADDRESS",
"text": "ساحة السلام 7، حي عين شمس، الزقازيق، فيلا 81، وحدة 24"
}
] | train | llm_synthetic | positive | {"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "arabic_embe... |
train_000910 | عميلنا العزيز، الحقل CUST-JO-85514720، الحقل youssefhaddad856950@example.com. شكرا لتواصلك. | [
{
"start": 21,
"end": 37,
"label": "ACCOUNT_NUMBER",
"text": "CUST-JO-85514720"
},
{
"start": 45,
"end": 76,
"label": "EMAIL",
"text": "youssefhaddad856950@example.com"
}
] | train | llm_synthetic | positive | {"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "pure_arab... |
train_000401 | عميلنا العزيز، الحقل CUST-PS-48384857، الحقل نور أبو يوسف. شكرا لتواصلك. | [
{
"start": 21,
"end": 37,
"label": "ACCOUNT_NUMBER",
"text": "CUST-PS-48384857"
},
{
"start": 45,
"end": 57,
"label": "PERSON",
"text": "نور أبو يوسف"
}
] | train | llm_synthetic | positive | {"dialect": "levantine", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "deepseek/deepseek-v4-pro", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "struc... |
train_000307 | شكرا لتواصلك معنا، تم استلام طلبك وسيتم الرد قريبا. | [] | train | llm_synthetic | clean_negative | {"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "pu... |
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Hams.AI PII Dataset Card
Sources
llm_synthetic: Arabic and mixed Arabic/Latin placeholder-first rows generated from the recipe ledger.external_english: English-only public/source-derived rows prepared byprepare_english.py.adversarial_synthetic_heldout: test-only heldout generator rows replacing the former handcrafted-reserved slice. This source contains 200 realistic rows and 150 adversarial/boundary rows generated only with the test-held-out generator.
Heldout Slice
The 350-row test-heldout slice is labeled adversarial_synthetic_heldout, not handcrafted.
- Realistic bucket: 200 rows, ordinary message/support/booking contexts, no trap block.
- Adversarial bucket: 150 rows, trap distribution:
clitic_boundary: 30punctuation_trap: 25financial_trio_confusion: 35nearmiss_iban: 20address_hard_negative: 15hardneg_lookalike: 25
Address positives are disabled for this slice. Bare-city address hard negatives have zero ADDRESS spans.
Offset Convention
Entity spans use Python character offsets, end-exclusive, on the raw stored text.
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