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train_008014
**ุงู„ุนู…ูŠู„:** ุงู„ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ุฃูˆุฏ ุงู„ุงุณุชูุณุงุฑ ุนู† ุณุจุจ ุงู†ู‚ุทุงุน ุงู„ุฎุฏู…ุฉ ุนู† ุฎุท ุงู„ู‡ุงุชู ุงู„ู…ุญู…ูˆู„ ุงู„ุฎุงุต ุจูŠุŒ ูู‚ุฏ ุชูˆู‚ูุช ุงู„ุฎุฏู…ุฉ ูุฌุฃุฉ ู…ู†ุฐ ูŠูˆู…ูŠู†. **ุงู„ุฏุนู…:** ูˆุนู„ูŠูƒู… ุงู„ุณู„ุงู…ุŒ ูŠุณุนุฏู†ูŠ ู…ุณุงุนุฏุชูƒ. ุฃุฑุฌูˆ ุชุฒูˆูŠุฏูŠ ุจุฑู‚ู… ุฎุทูƒ ุฃูˆ ุฑู‚ู… ู‡ุงุชููƒ ู„ู„ุชุญู‚ู‚ ู…ู† ุงู„ุญุณุงุจ. **ุงู„ุนู…ูŠู„:** ุฑู‚ู… ุงู„ู‡ุงุชู ู‡ูˆ +212 706 898 160ุŒ ูˆุงู„ุฎุท ู…ุณุฌู„ ุจุงุณู…ูŠ ุฃู†ุง ุนุจุฏ ุงู„ูˆู„ูŠ ุงู„ุนุจุงุณ. **ุงู„ุฏุนู…:** ุดูƒุฑุง...
[ { "start": 247, "end": 263, "label": "PHONE_NUMBER", "text": "+212 706 898 160" }, { "start": 286, "end": 302, "label": "PERSON", "text": "ุนุจุฏ ุงู„ูˆู„ูŠ ุงู„ุนุจุงุณ" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "pure_arabic"...
train_000057
ุงู„ุนู…ูŠู„: ุงุจุบู‰ ุฃุญุฏุซ ุฑู‚ู… ุฌูˆุงู„ูŠ 6827 2599 ูˆุงู„ุจุฑูŠุฏ hassanhamdan626800@example.comุŒ ุชูƒูู‰. ุงู„ุฏุนู…: ุชู… ุงู„ุชุญุฏูŠุซุŒ ุฑุงุฌุน ุงู„ุจูŠุงู†ุงุช.
[ { "start": 28, "end": 37, "label": "PHONE_NUMBER", "text": "6827 2599" }, { "start": 46, "end": 76, "label": "EMAIL", "text": "hassanhamdan626800@example.com" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "pur...
train_004241
User 1: ุดูุช ุงู„ู…ู†ุฏูˆุจ ุนู… ูŠุญูƒูŠ ู…ุน ุงู„ุนู…ูŠู„ุŸ User 2: ุงู‡ุŒ ุจุณ ุดูƒู„ูˆ ููŠ ู…ุดูƒู„ุฉ ุจุงู„ู€ Order ID: AX-9920 ูˆุงู„ู€ email masked ูู…ุง ุนุฑู ูŠูˆุตู„ู‡.
[]
train
llm_synthetic
hard_negative
{"dialect": "levantine", "difficulty": "hard_negative", "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": "third_person_record", "langua...
train_003719
ุงู„ุนู…ูŠู„: ู…ุณุงุก ุงู„ุฎูŠุฑุŒ ุฃูˆุฏ ุงู„ุงุณุชูุณุงุฑ ุนู† ุญุงู„ุฉ ุฑุญู„ุชูŠ ุฑู‚ู… ูคูฅู  ุงู„ู…ุชุฌู‡ุฉ ุฅู„ู‰ ุฏุจูŠ. ุชุฃุฎุฑุช ุนู† ุงู„ู…ูˆุนุฏ ุงู„ู…ุญุฏุฏ ุจุฃูƒุซุฑ ู…ู† ุซู„ุงุซ ุณุงุนุงุช ุฏูˆู† ุฃูŠ ุฅุดุนุงุฑ ู…ุณุจู‚. ุงู„ุฏุนู…: ู…ุณุงุก ุงู„ุฎูŠุฑุŒ ู†ุนุชุฐุฑ ุนู† ู‡ุฐุง ุงู„ุชุฃุฎูŠุฑ. ุงู„ุฑุญู„ุงุช ุงู„ู…ุชุฌู‡ุฉ ุฅู„ู‰ ุฏุจูŠ ุชุฃุซุฑุช ุจุณูˆุก ุงู„ุฃุญูˆุงู„ ุงู„ุฌูˆูŠุฉ. ู‡ู„ ุชุฑุบุจ ููŠ ุฅุนุงุฏุฉ ุงู„ุญุฌุฒ ุนู„ู‰ ุฑุญู„ุฉ ุงู„ุตุจุงุญ ุงู„ุจุงูƒุฑ ุบุฏุงู‹ุŸ ุงู„ุนู…ูŠู„: ู„ูƒู† ู„ุฏูŠ ุญุฌุฒ ูู†ุฏู‚ูŠ ุงู„ู„ูŠู„ุฉ ููŠ ุฏุจูŠ...
[]
train
llm_synthetic
clean_negative
{"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "travel_hotel_airline", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": ...
train_000849
ุงู„ุนู…ูŠู„: ุฃุจุง ุฃุบูŠุฑ ุฑู‚ู…ูŠ +966 50 761 4392 ุงู„ุฏุนู…: ุชู…ุŒ ู†ุดูƒุฑูƒ.
[ { "start": 22, "end": 38, "label": "PHONE_NUMBER", "text": "+966 50 761 4392" } ]
train
llm_synthetic
positive
{"dialect": "mixed_colloquial", "difficulty": "normal", "digit_class": "western", "domain": "voice_agent_transcripts", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "...
train_004205
ุฃูˆุฏ ุงู„ุงุณุชูุณุงุฑ ุนู† ูุงุชูˆุฑุฉ ุงู„ุฎุฏู…ุงุช ุงู„ุนุงู…ุฉ ู„ู„ูˆุญุฏุฉ ุงู„ุณูƒู†ูŠุฉ ุงู„ุฎุงุตุฉ ุจูŠุŒ ุญูŠุซ ู„ุงุญุธุช ูˆุฌูˆุฏ ู…ุจู„ุบ ุบูŠุฑ ู…ุชูˆู‚ุน ููŠ ุญุณุงุจูŠ. ูŠุฑุฌู‰ ุงู„ุชูˆุงุตู„ ู…ุนูŠ ุนุจุฑ ุงู„ุจุฑูŠุฏ ุงู„ุฅู„ูƒุชุฑูˆู†ูŠ rana_saeed270309@example.com ู„ุชูˆุถูŠุญ ุงู„ุชูุงุตูŠู„. ุดูƒุฑู‹ุง ู„ุฏุนู…ูƒู….
[ { "start": 144, "end": 172, "label": "EMAIL", "text": "rana_saeed270309@example.com" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "code_switch", "digit_class": "western", "domain": "real_estate_utilities", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "languag...
train_001633
ู…ู„ุงุญุธุฉ ุฏุงุฎู„ูŠุฉ: ุงู„ุนู…ูŠู„ ูŠุทุงู„ุจ ุจุชุณุฑูŠุน ุนู…ู„ูŠุฉ ู†ู‚ู„ ู…ู„ูƒูŠุฉ ุนุฏุงุฏ ุงู„ูƒู‡ุฑุจุงุก ู„ู„ูˆุญุฏุฉ ุงู„ุณูƒู†ูŠุฉ. ุฃูุงุฏ ุงู„ู…ู†ุฏูˆุจ ุจุฃู† ุงู„ุฃูˆุฑุงู‚ ู†ุงู‚ุตุฉุŒ ูˆู„ูƒู† ุงู„ุนู…ูŠู„ ูŠุคูƒุฏ ุฃู†ู‡ ุณู„ู… ูƒุงูุฉ ุงู„ู…ุณุชู†ุฏุงุช ุงู„ู…ุทู„ูˆุจุฉ ู„ู„ู…ูˆุธู ุนุจุฏ ุงู„ูˆู„ูŠ ุงู„ุตุนูŠุฏูŠ. ุงู„ุญุงู„ุฉ: ู…ุนู„ู‚ุฉ ุงู„ุฅุฌุฑุงุก ุงู„ู…ุทู„ูˆุจ: ู…ุฑุงุฌุนุฉ ุงู„ู…ู„ู ู„ู„ุชุฃูƒุฏ ู…ู† ุงุณุชู„ุงู… ุงู„ุฃูˆุฑุงู‚ ูˆุชุญุฏูŠุซ ุญุงู„ุฉ ุงู„ุทู„ุจ.
[ { "start": 169, "end": 186, "label": "PERSON", "text": "ุนุจุฏ ุงู„ูˆู„ูŠ ุงู„ุตุนูŠุฏูŠ" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "western", "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": "third_person_record", "language_mode": "pure_...
train_003746
User ูก: ูŠู„ุง ุฎุจุฑู†ูŠ ุฑู‚ู… ุญุณุงุจูƒ ุนุดุงู† ุฃุญูˆู„ู„ูƒ ุงู„ู…ุตุงุฑูŠ ุงู„ูŠูˆู…. User ูข: ุฎู„ุต ุฑุญ ุฃุจุนุชู‡ู„ูƒ ุนุงู„ุฎุงุต ูขูฃูฉูก-ูฉูฃูขูจ-ูฉูฆูฆูข-ูงูคูคูฅ. ุจุณ ุจุฏูƒ ุชุฃูƒุฏ ุฅู†ูˆ ุฅุณู…ูˆ ุจู‡ุงุก ุงู„ุฏูŠู† ุงู„ุจุฏุฑ ุตุญุŸ User ูก: ุฃูŠูˆู‡ ุตุญุŒ ุชู…ุงู… ุดูƒุฑุงู‹.
[ { "start": 87, "end": 106, "label": "BANK_ACCOUNT_NUMBER", "text": "ูขูฃูฉูก-ูฉูฃูขูจ-ูฉูฆูฆูข-ูงูคูคูฅ" }, { "start": 129, "end": 145, "label": "PERSON", "text": "ุจู‡ุงุก ุงู„ุฏูŠู† ุงู„ุจุฏุฑ" } ]
train
llm_synthetic
positive
{"dialect": "levantine", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "personal_private_chats", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "lan...
train_001094
ุงู„ุนู…ูŠู„: ุงุฒูŠูƒ ูŠุง ูู†ุฏู…ุŸ ุงู„ุทู„ุจ ุฑู‚ู… ูขูฃูค ูƒุงู† ุฑุงูŠุญ ุนู„ู‰ ุดุงุฑุน ุงู„ุฌุงู…ุนุฉ 6ุŒ ุญูŠ ุดุจุฑุงุŒ ู‚ู†ุงุŒ ุจุฑุฌ 152ุŒ ูˆุญุฏุฉ 35 ูˆุตู„ ูˆู„ุง ู„ุณู‡ุŸ ุงู„ุฏุนู…: ุงู‡ู„ุงู‹ ุจูŠูƒุŒ ุงู„ุทู„ุจ ูˆุตู„ ุงู„ู†ู‡ุงุฑุฏุฉ ุงู„ุตุจุญ. ุญุงุฒู… ุฃุจูˆ ุญู…ุฏุงู† ู‡ูˆ ุงู„ู„ูŠ ุงุณุชู„ู…ู‡ุŒ ุชู…ุงู….
[ { "start": 49, "end": 95, "label": "ADDRESS", "text": "ุดุงุฑุน ุงู„ุฌุงู…ุนุฉ 6ุŒ ุญูŠ ุดุจุฑุงุŒ ู‚ู†ุงุŒ ุจุฑุฌ 152ุŒ ูˆุญุฏุฉ 35" }, { "start": 154, "end": 168, "label": "PERSON", "text": "ุญุงุฒู… ุฃุจูˆ ุญู…ุฏุงู†" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_m...
train_010206
ุงู„ุนู…ูŠู„: ุฃูˆุงุฌู‡ ู…ุดูƒู„ุฉ ููŠ ุงู„ู€ Login.. ุนุฐุฑุงู‹ุŒ ุฃู‚ุตุฏ ููŠ ุงู„ู€ Password. ู‡ู„ ูŠู…ูƒู†ูƒู… ุชุบูŠูŠุฑู‡ุง ู„ู‡ุฐุง ุงู„ุฅูŠู…ูŠู„ youssefdarwish216990@example.comุŸ ุงู„ุฏุนู…: ุจุงู„ุชุฃูƒูŠุฏุŒ ุณู†ุฑุณู„ ู„ูƒ ุฑุงุจุท ุฅุนุงุฏุฉ ุงู„ุชุนูŠูŠู† ููˆุฑุงู‹.
[ { "start": 95, "end": 127, "label": "EMAIL", "text": "youssefdarwish216990@example.com" } ]
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": "two_person_exchange", "language_mode": "stru...
train_008134
ุงู„ุนู…ูŠู„: ูŠุง ุฌู…ุงุนุฉ ุงู„ุชุทุจูŠู‚ ู…ุนู„ู‚ ุนู†ุฏูŠ ูˆู…ุง ูŠูุชุญ User 2: ุฌุฑุจุช ุชูƒู„ู…ู‡ู…ุŸ ุงู„ุนู…ูŠู„: ุฅูŠู‡ ูƒู„ู…ุช ุงู„ุฏุนู… ุนู„ู‰ 9937 8200 ูˆู‚ุงู„ูˆุง ู„ูŠ ุงู†ุชุธุฑ ุดูˆูŠ
[ { "start": 92, "end": 101, "label": "PHONE_NUMBER", "text": "9937 8200" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "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": "group_chat", "language_mode": "arabic_embedded_l...
train_005863
ุฃู†ุง ู‡ุงุฌุฑ ุฃุจูˆ ุฒู‡ุฑุงู†ุŒ ุจุณุชูุณุฑ ุนู„ู‰ ุทู„ุจูŠุฉ ุฃูƒู„ ูƒู†ุช ู…ุทู„ุจู‡ุง ุงู„ู†ู‡ุงุฑุฏุฉ. ุฑู‚ู…ูŠ 011 6993 1464ุŒ ูˆุงู„ุนู†ูˆุงู† ุงู„ู„ูŠ ุฃูˆุตู„ ู„ู‡ุง ุณุงุญุฉ ุงู„ุนุฑูˆุจุฉ 60ุŒ ุญูŠ ุงู„ุฒู…ุงู„ูƒุŒ ุงู„ุฒู‚ุงุฒูŠู‚ุŒ ู…ู†ุฒู„ 206ุŒ ุฏูˆุฑ 34. ู„ุณู‡ ู…ุง ูˆุตู„ุชุด ุญุงุฌุฉุŒ ุญุฏ ุนู†ุฏู‡ ู…ุนู„ูˆู…ุฉ ุนู† ุงู„ู…ู†ุฏูˆุจุŸ
[ { "start": 4, "end": 18, "label": "PERSON", "text": "ู‡ุงุฌุฑ ุฃุจูˆ ุฒู‡ุฑุงู†" }, { "start": 67, "end": 80, "label": "PHONE_NUMBER", "text": "011 6993 1464" }, { "start": 105, "end": 160, "label": "ADDRESS", "text": "ุณุงุญุฉ ุงู„ุนุฑูˆุจุฉ 60ุŒ ุญูŠ ุงู„ุฒู…ุงู„ูƒุŒ ุงู„ุฒู‚ุงุฒูŠู‚ุŒ ู…ู†ุฒู„ 206ุŒ ุฏูˆุฑ ...
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "languag...
train_004112
ู†ูˆุฏ ุฅูุงุฏุชูƒู… ุจุฃู† ุงู„ู…ุฑูŠุถ ุงู„ู…ุณุฌู„ ู…ุคุฎุฑุงู‹ ู„ุฏูŠู†ุง ู„ู… ูŠูƒู…ู„ ุจูŠุงู†ุงุช ุงู„ุงุชุตุงู„ ุงู„ู…ุทู„ูˆุจุฉ ููŠ ู…ู„ูู‡. ุงู„ุฑุฌุงุก ุงู„ุชูˆุงุตู„ ู…ุนู‡ ุนู„ู‰ ุฑู‚ู… ุงู„ู‡ุงุชู 70 239 840 ุฃูˆ ุนุจุฑ ุงู„ุจุฑูŠุฏ ุงู„ุฅู„ูƒุชุฑูˆู†ูŠ sarasaeed606175@example.com ู„ุชุฐูƒูŠุฑู‡ ุจุถุฑูˆุฑุฉ ุชุญุฏูŠุซ ุงู„ู…ุนู„ูˆู…ุงุช ู‚ุจู„ ู…ูˆุนุฏ ุงู„ูƒุดู ุงู„ู…ู‚ุฑุฑ. ู†ุฃู…ู„ ู…ู†ูƒู… ู…ุชุงุจุนุฉ ุงู„ุฃู…ุฑ ูˆุงู„ุชุฃูƒูŠุฏ ุนู„ู‰ ุงุณุชูƒู…ุงู„ ุงู„ุจูŠุงู†ุงุช ููŠ ุฃู‚ุฑุจ ูˆู‚ุช ู…ู…ูƒู†. ู…ุน ุงู„ุนู„ู… ุฃู† ุง...
[ { "start": 118, "end": 128, "label": "PHONE_NUMBER", "text": "70 239 840" }, { "start": 154, "end": 181, "label": "EMAIL", "text": "sarasaeed606175@example.com" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": "ara...
train_009455
ู…ู„ุงุญุธุฉ ุงู„ู…ู†ุฏูˆุจ: ุงู„ุนู…ูŠู„ ู…ุง ุฌุงูˆุจุด ุนู„ู‰ ุงู„ุชู„ููˆู†ุŒ ุฑุงู†ูŠ ุฎู„ูŠุช ู„ูŠู‡ ู…ูŠุณุงุฌ ููŠ ูˆุงุชุณุงุจ ุจุงุด ูŠุชูˆุงุตู„ ู…ุนุงูŠุง.
[]
train
llm_synthetic
clean_negative
{"dialect": "maghrebi", "difficulty": "normal", "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": "structured_entry", "language_mode": "pure_arabic", "...
train_008025
ุงู„ุนู…ูŠู„: ูŠุง ุฌู…ุงุนุฉ ุงู„ู€ Dashboard ู…ูˆ ุฑุงุถูŠุฉ ุชูุชุญ ู…ุนูŠุŒ ุชุนุทูŠู†ูŠ Error ูƒู„ ู…ุง ุญุงูˆู„ุช ุฃุฏุฎู„. ุงู„ุฏุนู…: ุฃู‡ู„ุงู‹ ุจูƒุŒ ู…ู…ูƒู† ุชุฑุณู„ ู„ู†ุง ุงู„ู€ Account ID ุนุดุงู† ู†ุดูŠูƒ ุนู„ู‰ ุงู„ู…ุดูƒู„ุฉุŸ ุงู„ุนู…ูŠู„: ู„ุญุธุฉ.. ุจุณ ูŠุงู„ูŠุช ุชุชูˆุงุตู„ูˆู† ู…ุนูŠ ูˆุงุชุณุงุจ ุนู„ู‰ +212 747 376 299 ู„ุฃู† ุงู„ู†ุช ุนู†ุฏูŠ ูŠู‚ุทุน ูˆู…ุง ุฃู‚ุฏุฑ ุฃุชุงุจุน ุงู„ุดุงุช.
[ { "start": 200, "end": 216, "label": "PHONE_NUMBER", "text": "+212 747 376 299" } ]
train
llm_synthetic
positive
{"dialect": "mixed_colloquial", "difficulty": "normal", "digit_class": "western", "domain": "saas_app_support", "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_006185
ุงู„ู…ู†ุฏูˆุจ ูŠู‚ูˆู„ ุงู„ุนู…ูŠู„ ู…ุง ุฏูุน ูุงุชูˆุฑุฉ ุงู„ูƒู‡ุฑุจุงุก ู„ุณู‡ุŒ ูˆู‡ุฐุง ุฑู‚ู… ุงู„ุชุฐูƒุฑุฉ ูจูคูงูขูก ูˆุงู„ุขูŠุจุงู† ู†ุงู‚ุต SA12345678900000
[]
train
llm_synthetic
hard_negative
{"dialect": "gulf", "difficulty": "hard_negative", "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_mod...
train_001484
ุงู„ุนู…ูŠู„: ู‡ู„ุงุŒ ุนู†ุฏูŠ ู…ุดูƒู„ุฉ ููŠ ุงู„ู€ booking ู…ูˆ ุฑุงุถูŠ ูŠุชุฃูƒุฏุŒ ุชูƒููˆู† ุดูˆููˆุง ุงู„ู€ account ุญู‚ูŠ.. ุฑู‚ู…ูŠ ู‡ูˆ +ูฉูฆูฆ ูฅูจ ูฆูฉูฉ ู ูขูงูฃ ุนุทูˆู†ูŠ ุฎุจุฑ.
[ { "start": 92, "end": 108, "label": "PHONE_NUMBER", "text": "+ูฉูฆูฆ ูฅูจ ูฆูฉูฉ ู ูขูงูฃ" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "code_switch", "digit_class": "arabic_indic", "domain": "travel_hotel_airline", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "lan...
train_002734
ุงู„ุนู…ูŠู„: ู…ุฑุญุจุงุŒ ุจุฏูŠ ุงุณุชูุณุฑ ุนู† ุงู„ู€ claim ุชุจุน ุณูŠุงุฑุชูŠุŒ ู„ุณุง ู…ุง ูˆุตู„ู†ูŠ ุดูŠ ุนู„ู‰ ุงู„ู€ email. ุงู„ุฏุนู…: ุฃู‡ู„ุง ุจูƒุŒ ู…ู…ูƒู† ุชุนุทูŠู†ูŠ ุฑู‚ู… ุงู„ุทู„ุจ ู„ุฃุดูŠูƒู„ูƒ ุนู„ู‰ ุงู„ู€ statusุŸ ุงู„ุนู…ูŠู„: ู„ุญุธุฉ... ุงู‡ ู‡ูˆ ุฑู‚ู… ูฅูคูฃุŒ ู‚ุตุฏูŠ ูฅูคูขุŒ ุณูˆุฑูŠ. ุจุณ ุจุฏูŠ ุฃุนุฑู ู…ุชู‰ ุจุชู†ุฒู„ ุงู„ู€ payment ู„ุฃู† ุงู„ูˆุฑุดุฉ ุนู… ุชุถุบุท ุนู„ูŠู‘.
[]
train
llm_synthetic
clean_negative
{"dialect": "levantine", "difficulty": "code_switch", "digit_class": "western", "domain": "insurance_claims", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_m...
train_008043
ุงู„ุนู…ูŠู„: ูˆุงู„ู„ู‡ ูŠุง ุนู… ุฃู†ุง ู…ู† ูŠูˆู…ูŠู† ุนู… ุญุงูˆู„ ุงุฏุฎู„ ุนู„ู‰ ุงู„ุชุทุจูŠู‚ ูˆู…ุง ุจู‚ุฏุฑ. ูƒู„ ู…ุง ุจุถุบุท ุนู„ู‰ "Log in" ุจุนู„ู‚. ุฌุฑุจุช ุบูŠุฑุช ูƒู„ู…ุฉ ุงู„ุณุฑ ูˆู…ุณุญุช ุงู„ูƒูˆูƒูŠุฒ... ู†ูุณ ุงู„ู…ุดูƒู„ุฉ. ุฃู†ุง ู…ุณุชุนุฌู„ ุดูˆูŠ ู„ุฃู†ู‡ ููŠ ุชู‚ุงุฑูŠุฑ ู„ุงุฒู… ุฃุฑูุนู‡ุง ุนุงู„ุฏุงุดุจูˆุฑุฏ. ุจุชุฑุฌุงูƒ ุดูˆูู„ูŠ ุฅูŠุงู‡ุง ุฅุฐุง ุจุชู‚ุฏุฑ. ุฅูŠู…ูŠู„ ุงู„ุญุณุงุจ ุฅู„ูŠ ู‡ูˆ ahmed_hamdan59799@example.com. ุจุนุชู„ูƒู… ุนุงู„ู€ support ูƒู…ุงู† ุจุณ ุฌูˆุงุจูƒู… ู…ุง...
[ { "start": 252, "end": 281, "label": "EMAIL", "text": "ahmed_hamdan59799@example.com" } ]
train
llm_synthetic
positive
{"dialect": "levantine", "difficulty": "normal", "digit_class": "western", "domain": "saas_app_support", "format": "voice_transcript", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "languag...
train_000730
ูŠุง ุจุงุดุง ู…ุนู„ุด ุฃู†ุง ูƒู†ุช.. ู‚ุตุฏูŠ ูƒู†ุช ุนุงูŠุฒ ุฃู‚ูˆู„ูƒ ุฅู† ุงู„ุญุงุฌุฉ ู„ุณู‡ ู…ูˆุตู„ุชุดุŒ ู…ู…ูƒู† ุชุดูˆูู„ูŠ ุงู„ู…ู†ุฏูˆุจ ููŠู†ุŸ
[]
train
llm_synthetic
clean_negative
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "personal_private_chats", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "languag...
train_008413
User ูก: ูŠุงุฎูŠ ุณูˆูŠุช ุชุญูˆูŠู„ ู„ู€ ุฒูŠู†ุจ ุขู„ ุฅุจุฑุงู‡ูŠู… ุนุงู„ุญุณุงุจ ุงู„ู„ูŠ ุนุทูŠุชู†ูŠ ุฅูŠุงู‡ ูˆู„ุณู‡ ู…ุง ูˆุตู„ุŸ User ูข: ุฎู„ูŠู†ูŠ ุฃุชุฃูƒุฏ ุงู„ู€ IBAN ุญู‚ูƒุŒ ุงูƒุชุจู„ูŠ KW80ENTSENSA5LEANOBGH8UPK9IBMR ุนุดุงู† ุฃุฑุงุฌุน ุงู„ุจู†ูƒ. User ูก: ู‡ุฐุง ู‡ูˆ ุงู„ู€ IBANุŒ ุชูุถู„. User ูข: ุชู…ุงู…ุŒ ุขุฎุฑ ุดูŠ ุงู„ุธู‡ุฑ ุทู„ุน pending "ู…ุนู„ู‚" ููŠ ุงู„ู†ุธุงู…. ูŠู…ูƒู† ูŠุฎู„ุต ุฎู„ุงู„ ุณุงุนุชูŠู† ุฅู† ุดุงุก ุงู„ู„ู‡. User ูก: ุทูŠุจ ุฃู†ุง ุจุง...
[ { "start": 27, "end": 42, "label": "PERSON", "text": "ุฒูŠู†ุจ ุขู„ ุฅุจุฑุงู‡ูŠู…" }, { "start": 124, "end": 154, "label": "IBAN", "text": "KW80ENTSENSA5LEANOBGH8UPK9IBMR" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "personal_private_chats", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language...
train_005182
ุฃู‡ู„ุงู‹ุŒ ุชุญูˆู‘ู„ุช ุฅู„ู‰ ู‚ุณู… ุงู„ุฏุนู… ุงู„ูู†ูŠ ุจุฎุตูˆุต ุงู„ุญูˆุงู„ุฉ ุงู„ูˆุงุฑุฏุฉ ู…ู† ุณู„ู…ู‰ ุฃุจูˆ ุนุจุฏุงู„ุบู†ูŠ. ู„ุงุญุธุชู ุฃู† ุฑู‚ู… ุงู„ุญุณุงุจ ุงู„ู…ุณุฌู‘ู„ ููŠ ุงู„ู†ุธุงู…ุŒ ูˆุฃู‚ุตุฏ ุญุณุงุจ-TN-ูฃูคูฉ-ูคูฉูฅูฅูคูคูคูกูจูฆูฅุŒ ุบูŠุฑ ู…ุชุทุงุจู‚ ู…ุน ู…ุง ุฃุฑุณู„ู‡ ุงู„ู…ูุญูŽูˆูู‘ู„. ู‡ู„ ูŠู…ูƒู†ูƒู… ุงู„ุชุญู‚ู‚ ู…ู† ุฐู„ูƒ ู…ู† ูุถู„ูƒู…ุŸ
[ { "start": 59, "end": 76, "label": "PERSON", "text": "ุณู„ู…ู‰ ุฃุจูˆ ุนุจุฏุงู„ุบู†ูŠ" }, { "start": 124, "end": 147, "label": "BANK_ACCOUNT_NUMBER", "text": "ุญุณุงุจ-TN-ูฃูคูฉ-ูคูฉูฅูฅูคูคูคูกูจูฆูฅ" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "banking_fintech", "format": "voice_transcript", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_...
train_008565
ุชูุงุตูŠู„ ุงู„ู…ุทุงู„ุจุฉ: ู†ูˆุน ุงู„ุญุงุฏุซ: ุตุฏู…ุฉ ู…ู† ุงู„ุฎู„ู ูˆุตู ุงู„ุญุงู„ุฉ: ุงู„ุนู…ูŠู„ ูŠู‚ูˆู„ ุฅู† ุณูŠุงุฑุชู‡ ูƒุงู†ุช ูˆุงู‚ูุฉ ุนู†ุฏ ุงู„ุฅุดุงุฑุฉ ูˆุฌุงุก ูˆุงุญุฏ ูˆุตุฏู…ู‡ ู…ู† ูˆุฑุง ุจู‚ูˆุฉ. ุงู„ุตุฏุงู… ุงู„ุฎู„ููŠ ุชุถุฑุฑ ุจุดูƒู„ ูƒุจูŠุฑ ูˆุงู„ุดู†ุทุฉ ู…ุง ุตุงุฑุช ุชูุชุญ. ุงู„ุฑุฌุงู„ ุงู„ู„ูŠ ุตุฏู…ู‡ ุงุนุชุฑู ุจุงู„ุฎุทุฃ ุจุณ ุงู„ุนู…ูŠู„ ูŠู‚ูˆู„ ุฅู†ู‡ ู…ุง ุงุชูู‚ูˆุง ุนู„ู‰ ูˆุฑุดุฉ ู…ุนูŠู†ุฉ ู„ู„ุญูŠู†. ุญุงู„ุฉ ุงู„ู…ู„ู: ู‚ูŠุฏ ุงู„ู…ุฑุงุฌุนุฉ ุฑู‚ู… ุชุชุจุน ุงู„ุทู„ุจ: 99284410 ู…ูˆุนุฏ ุชู‚ุฏูŠ...
[]
train
llm_synthetic
hard_negative
{"dialect": "gulf", "difficulty": "hard_negative", "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": "third_person_record", "language_mode":...
train_008164
ุญุงู„ุฉ ุงู„ุทู„ุจ: ูุดู„ ุงู„ุชูˆุตูŠู„ ุนู†ูˆุงู† ุงู„ุนู…ูŠู„: ุฏุฑุจ ุงู„ุณูˆู‚ ูคูงุŒ ุญูŠ ุงู„ุฏูู†ุฉุŒ ู…ุณูŠุนูŠุฏุŒ ู…ู†ุฒู„ ูกูงูกุŒ ุดู‚ุฉ ูขูจ ุงู„ุณุจุจ: ุงู„ุนู†ูˆุงู† ุบูŠุฑ ู…ูƒุชู…ู„
[ { "start": 38, "end": 87, "label": "ADDRESS", "text": "ุฏุฑุจ ุงู„ุณูˆู‚ ูคูงุŒ ุญูŠ ุงู„ุฏูู†ุฉุŒ ู…ุณูŠุนูŠุฏุŒ ู…ู†ุฒู„ ูกูงูกุŒ ุดู‚ุฉ ูขูจ" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "ecommerce_or_delivery", "format": "key_value_form", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language...
train_005279
ุงู„ุนู…ูŠู„: ู…ุฑุญุจุงู‹ุŒ ุฃู†ุง ุฃุญุงูˆู„ ุฅุชู…ุงู… ุนู…ู„ูŠุฉ transfer ุฏูˆู„ูŠุฉ ู…ู† ุฎู„ุงู„ ุงู„ุชุทุจูŠู‚ ูˆู„ูƒู† ูŠุธู‡ุฑ ู„ูŠ error ููŠ ูƒู„ ู…ุฑุฉ. ููŠ ุงู„ูˆุงู‚ุนุŒ ูƒู†ุช ุฃุญุงูˆู„ ุฅุฑุณุงู„ ู…ุจู„ุบ ู…ุนูŠู† ุฅู„ู‰ AE631572276463518274702 ูˆู„ูƒู† ุงู„ู†ุธุงู… ูŠุฑูุถ ุงู„ุนู…ู„ูŠุฉ ูˆูŠู‚ูˆู„ ุฅู† ุงู„ุจูŠุงู†ุงุช ุบูŠุฑ ุตุญูŠุญุฉุŒ ุฑุบู… ุฃู†ู†ูŠ ู…ุชุฃูƒุฏ ู…ู† ุงู„ุฑู‚ู…. ุฃุฑุฌูˆ ู…ู† ุงู„ู€ support ู…ุฑุงุฌุนุฉ ุญุงู„ุฉ ุงู„ู€ account ุงู„ุฎุงุต ุจูŠ ู„ุฃู†ู†ูŠ ุฃุญุชุงุฌ ู„ุฅู†ู‡ุงุก ู‡ุฐู‡ ุง...
[ { "start": 140, "end": 163, "label": "IBAN", "text": "AE631572276463518274702" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "code_switch", "digit_class": "arabic_indic", "domain": "banking_fintech", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_...
train_000407
ูŠุง ุฒูŠุงุฏ ุงู„ุฎุงู„ุฏ ุงุจุบู‰ ุงุญูˆู„ ุชุนูˆูŠุถ ุงู„ุญุงุฏุซ ู„ุญุณุงุจูŠ ุงู„ุจู†ูƒูŠ ุฑู‚ู… BANKREF-KW-4503-67760177 ูˆุงุฑุณู„ ุงู„ุฅูŠุตุงู„ ุนู„ู‰ mariam_khalil844527@example.com
[ { "start": 3, "end": 14, "label": "PERSON", "text": "ุฒูŠุงุฏ ุงู„ุฎุงู„ุฏ" }, { "start": 56, "end": 80, "label": "BANK_ACCOUNT_NUMBER", "text": "BANKREF-KW-4503-67760177" }, { "start": 99, "end": 130, "label": "EMAIL", "text": "mariam_khalil844527@example.com" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "insurance_claims", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode": ...
train_001607
ูŠุง ูู†ุฏู…ุŒ ุจู‚ุงู„ู†ุง ูุชุฑุฉ ุจู†ุญุงูˆู„ ู†ุชูˆุงุตู„ ู…ุนุงูƒ ุนู„ู‰ ุงู„ุฅูŠู…ูŠู„ khaled.haddad758072@example.com ุนุดุงู† ู†ุฑุณู„ invoice ุงู„ูุงุชูˆุฑุฉ ุงู„ุฌุฏูŠุฏุฉุŒ ููŠู‡ ู…ุดูƒู„ุฉ ููŠ account ุจุชุงุนูƒ. ู„ูˆ ุณู…ุญุช ุชุฑุฏ ุนู„ูŠู†ุง ุฃูˆ ุชุฒูˆุฑู†ุง ููŠ ุงู„ู…ูƒุชุจ ุนุดุงู† ู†ุถุจุท ุงู„ุฏุงุชุง.
[ { "start": 52, "end": 83, "label": "EMAIL", "text": "khaled.haddad758072@example.com" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "code_switch", "digit_class": "western", "domain": "government_municipal", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "lan...
train_002797
Agent note โ€“ case #3421 ุงู„ุนู…ูŠู„ ุงุชุตู„ ูˆ ู‚ุงู„ ุฅู†ูˆ ุทู„ุจูˆ ูˆุตู„ ู†ุงู‚ุต (item missing). ุญุณุจ tracking number ุงู„ู„ูŠ ู…ุนูŠุŒ ุงู„ุดุญู†ุฉ ูˆุตู„ุช ูƒุงู…ู„ุฉ ุน ุงู„ู…ุณุชูˆุฏุนุŒ ุจุณ ู‡ูˆ ุจูŠุญูƒูŠ ููŠ ุบู„ุทุฉ. ุณุฃู„ุชูˆ ุน invoiceุŒ ู‚ุงู„ ุฅู†ูˆ ู…ุง ู…ุนูˆุŒ ุจุณ ุจุฑูˆุญ ูŠุญุตู‘ู„ู‡ ู…ู† email. ู‚ู„ุชู„ูˆ ูŠุจุนุซู„ูŠ ุตูˆุฑุฉ ุนู† package ูˆ receipt ู…ู† driver ุฅุฐุง ููŠ. ุฎู„ุตุŒ ุจุฏู†ุง ู†ุฑูุน report ู„ู„ู…ู†ุฏูˆุจ ุนุดุงู† ูŠุชุฃูƒู‘ุฏ ...
[]
train
llm_synthetic
clean_negative
{"dialect": "levantine", "difficulty": "code_switch", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "crm_ticket", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "langua...
train_003560
ุงู„ุนู…ูŠู„: ุงู„ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ุฃุจุบู‰ ุงุณุชูุณุฑ ุนู† ุจุงู‚ุฉ ุงู„ุฅู†ุชุฑู†ุช ุงู„ู„ูŠ ุนู†ุฏูŠุŒ ุฑู‚ู…ูŠ +971 50 604 2750ุŒ ู„ูŠุด ุตุงุฑ ุงู„ุชู‚ุทูŠุน ู…ู† ูƒู… ูŠูˆู…ุŸ ุงู„ุฏุนู…: ูˆุนู„ูŠูƒู… ุงู„ุณู„ุงู…ุŒ ุญูŠุงูƒ ุงู„ู„ู‡. ุงู‚ุฏุฑ ุฃุณุงุนุฏูƒ. ุฎู„ู†ูŠ ุฃุชุฃูƒุฏ ู…ู† ุงู„ุฎุท. ู…ู…ูƒู† ุชูˆุถุญ ู„ูŠ ู‡ู„ ุงู„ู…ุดูƒู„ุฉ ููŠ ุงู„ุจูŠุช ูˆู„ุง ุนู„ู‰ ุงู„ุฌูˆุงู„ุŸ
[ { "start": 67, "end": 83, "label": "PHONE_NUMBER", "text": "+971 50 604 2750" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "pure_arabic...
train_009567
ุงู„ุนู…ูŠู„: ุฃูˆุฏ ุงู„ุงุณุชูุณุงุฑ ุนู† ู…ุดูƒู„ุฉ ููŠ ุญุณุงุจูŠุŒ ุญูŠุซ ู„ุง ูŠุธู‡ุฑ ุฑุตูŠุฏ ุงู„ุณุญุจ ุงู„ู…ุชุงุญ ุนู„ู‰ ุงู„ุชุทุจูŠู‚. ุงู„ุฏุนู…: ู…ุฑุญุจุงู‹ ุฑุงุดุฏ ุฃุจูˆ ุญุณู†ุŒ ุดูƒุฑุงู‹ ู„ุชูˆุงุตู„ูƒ. ูŠุฑุฌู‰ ุชุฃูƒูŠุฏ ุฑู‚ู… ู‡ุงุชููƒ ุงู„ู…ุณุฌู„ (ู ูฆูงูค ูกู ูฆ ูกูคู ) ู„ุชุชู…ูƒู† ู…ู† ุงู„ุชุญู‚ู‚ ู…ู† ุจูŠุงู†ุงุช account. ุงู„ุนู…ูŠู„: ู†ุนู…ุŒ ู‡ุฐุง ุฑู‚ู…ูŠ. ู‡ู„ ุณุฃุชู…ูƒู† ู…ู† ุญู„ ุงู„ู…ุดูƒู„ุฉ ู‚ุฑูŠุจุงู‹ุŸ ุงู„ุฏุนู…: ุณูŠุชู… ู…ุฑุงุฌุนุฉ ุงู„ุทู„ุจ ุฎู„ุงู„ ูขูค ุณุงุนุฉ ูˆุฅุนู„ุงู…ูƒ ุนุจุฑ sup...
[ { "start": 100, "end": 112, "label": "PERSON", "text": "ุฑุงุดุฏ ุฃุจูˆ ุญุณู†" }, { "start": 158, "end": 170, "label": "PHONE_NUMBER", "text": "ู ูฆูงูค ูกู ูฆ ูกูคู " } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "code_switch", "digit_class": "arabic_indic", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mo...
train_009778
ุงู„ุนู…ูŠู„: ุฃู„ูˆุŒ ุงู„ุณู„ุงู… ุนู„ูŠูƒู….. ูŠุง ุฃุฎูŠ ุฃู†ุง ุญุงูˆู„ุช ุฃุญูˆู„ ู…ุจู„ุบ ู…ู† ุงู„ุชุทุจูŠู‚ ุจุณ ุงู„ุนู…ู„ูŠุฉ ุนู„ู‚ุชุŒ ูŠุนู†ูŠ.. ู‚ุตุฏูŠ ุงู„ูู„ูˆุณ ุงู†ุฎุตู…ุช ู…ู† ุงู„ุฑุตูŠุฏ ุจุณ ู…ุง ูˆุตู„ุช ู„ู„ุดุฎุต ุงู„ุซุงู†ูŠ. ุฌุฑุจุช ุฃุญุฏุซ ุงู„ุตูุญุฉ ูˆู…ุง ุตุงุฑ ุดูŠุŒ ู…ู…ูƒู† ุชุดูŠูƒูˆู† ู„ูŠ ูˆูŠู† ุงู„ู…ุดูƒู„ุฉ ุจุงู„ุถุจุทุŸ ู„ุฃู† ุงู„ู…ูˆุถูˆุน ู…ุณุชุนุฌู„ ุดูˆูŠ.
[]
train
llm_synthetic
clean_negative
{"dialect": "mixed_colloquial", "difficulty": "normal", "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": "single_speaker_message", "langua...
train_000315
ุงู„ุนู…ูŠู„: ูŠุง ูู†ุฏู… ุงู„ู€ Meter reading ู…ุด ุนุงูŠุฒ ูŠุชุฑูุน ุนู„ู‰ ุงู„ุฃุจู„ูƒูŠุดู†ุŒ ุจูŠุทู„ุน ู„ูŠ error ูƒู„ ู…ุฑุฉ. ุงู„ุฏุนู…: ุชู…ุงู…ุŒ ุงุจุนุชู„ูŠ ุตูˆุฑุฉ ุงู„ุนุฏุงุฏ ู‡ู†ุง ูˆู‡ุญุฏุซู„ูƒ ุงู„ู€ Reading ูŠุฏูˆูŠ.
[]
train
llm_synthetic
clean_negative
{"dialect": "egyptian", "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":...
train_004810
ุงู„ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ุฃู†ุง ู…ูˆุงุทู† ุณุนูˆุฏูŠุŒ ุฑุญุช ู‚ุจู„ ูŠูˆู…ูŠู† ู„ู„ู…ุณุชุดูู‰ ูˆุณูˆูŠุช ูุญุตุŒ ู„ูƒู† ู…ุงุนู†ุฏูŠ ุฑุฏ ู…ู† ุงู„ู†ุธุงู…. ุฑู‚ู… ุงู„ุชุฐูƒุฑุฉ ุงู„ู„ูŠ ุนุทูˆู†ูŠ ุฅูŠุงู‡ ู‡ูˆ TKT-7842. ุจุนุฏูŠู† ุญุงูˆู„ุช ุฃุฏูุน ุนุจุฑ ุงู„ุชุญูˆูŠู„ ุจุณ ุฑู‚ู… ุงู„ุขูŠุจุงู† ุงู„ู„ูŠ ุนู†ุฏูŠ ู†ุงู‚ุต ุฃูˆ ุบู„ุท: SA03 1234 5678 9012 345. ูŠุงู„ูŠุช ุฃุญุฏ ูŠุชุงุจุน ุงู„ู…ูˆุถูˆุน.
[]
train
llm_synthetic
hard_negative
{"dialect": "gulf", "difficulty": "hard_negative", "digit_class": "western", "domain": "healthcare_admin", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_...
train_001076
ุงู„ุฏุนู…: ูŠุง ุฌู…ุงุนุฉ ุงู„ุนู…ูŠู„ ู…ูŠุงุฏุฉ ุงู„ุฎู„ูŠู„ ุจุงุนุช complain ุฅู† ุงู„ู€ transaction ุจุชุงุน ุงู„ุชุญูˆูŠู„ ู…ุนู„ู‚ ุจู‚ุงู„ู‡ ูŠูˆู…ูŠู†. User 1: ุดูุช ุงู„ู€ ticket ุจุชุงุนุชู‡ุŒ ุจูŠู‚ูˆู„ ุฅู†ู‡ ุฎุตู… ุงู„ู…ุจู„ุบ ุจุณ ู…ู€ ูˆุตู„ุด ู„ู„ุทุฑู ุงู„ุชุงู†ูŠ. User 2: ู…ู…ูƒู† ูŠูƒูˆู† issue ููŠ ุงู„ู€ gatewayุŒ ุฎู„ูŠู†ูŠ ุฃุฑุงุฌุน ุงู„ู€ logs ูˆุฃุฑุฏ ุนู„ูŠูƒู….
[ { "start": 23, "end": 35, "label": "PERSON", "text": "ู…ูŠุงุฏุฉ ุงู„ุฎู„ูŠู„" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "code_switch", "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": "group_chat", "language_mode": "arabic_eng...
train_004156
ุงู„ุนู…ูŠู„: ุงุฒูŠูƒ ูŠุงูู†ุฏู…ุŒ ุฃู†ุง ูƒู†ุช ุนุงูŠุฒ ุงุณุชูุณุฑ ุนู† ุงู„ุนุฑุถ ุงู„ู„ูŠ ูƒู†ุช ุดุงูŠูู‡ ุนู„ู‰ ุงู„ู†ุชุŒ ุนุฑุถ ุงู„ู€ 200 ุฌูŠุฌุง ุจ 150 ุฌู†ูŠู‡ ุฏู‡ ู„ุณู‡ ุดุบุงู„ุŸ ุงู„ุฏุนู…: ุฃู‡ู„ุงู‹ ุจูŠูƒุŒ ุงู„ุนุฑุถ ุฏู‡ ู„ุณู‡ ู…ูˆุฌูˆุฏ ูุนู„ุงู‹. ู„ูˆ ุญุถุฑุชูƒ ุนุงูŠุฒ ุชูุงุตูŠู„ ุฃูƒุชุฑุŒ ู…ู…ูƒู† ุชู‚ูˆู„ูŠ ุฅูŠู…ูŠู„ูƒ ุนุดุงู† ุงุจุนุชู„ูƒ ุงู„ุดุฑูˆุท ูˆุงู„ู…ุฒุงูŠุง ูƒุงู…ู„ุฉ. ุงู„ุนู…ูŠู„: ุญุงุถุฑุŒ ุฅูŠู…ูŠู„ูŠ ู‡ูˆ mariam_haddad45019@example.comุŒ ูˆู„ูˆ ุณู…ุญุช ุนุงูŠุฒ ุงุนุฑู ูƒ...
[ { "start": 268, "end": 298, "label": "EMAIL", "text": "mariam_haddad45019@example.com" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": "pure_ar...
train_006331
ู…ู„ุงุญุธุงุช ุงู„ู…ูˆุธู: ุงู„ู…ุฑูŠุถ ุทู„ุจ ุชุนุฏูŠู„ ู…ูˆุนุฏู‡ุŒ ูˆุฑู‚ู… ุงู„ุชูˆุงุตู„ ู‡ูˆ... ุนุฐุฑุงู‹ุŒ ุฃู‚ุตุฏ ุงู„ุฑู‚ู… ุงู„ู…ุญุฏุซ ู‡ูˆ 056 273 6088ุŒ ูŠุฑุฌู‰ ุงู„ุชุฃูƒูŠุฏ ู…ุนู‡.
[ { "start": 87, "end": 99, "label": "PHONE_NUMBER", "text": "056 273 6088" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "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": "structured_entry", "language_mode": "pure_ar...
train_004149
ู…ู„ุงุญุธุงุช ุงู„ู…ูˆุธู: ุงู„ุนู…ูŠู„ ู…ุชุถุงูŠู‚ ู„ุฃู† ุงู„ุญูˆุงู„ุฉ ู…ุนู„ู‚ุฉ ู…ู† ูŠูˆู…ูŠู†. ูŠู‚ูˆู„ ุฅู†ู‡ ุญูˆู„ ุงู„ู…ุจู„ุบ ู„ุญุณุงุจ ุฎุงุฑุฌูŠ ุจุณ ุงู„ู€ IBAN ู†ุงู‚ุต ุฑู‚ู… ุฃูˆ ุฎุทุฃ (SA12345678) ูˆู‡ูˆ ู…ูˆ ู…ุชุฃูƒุฏ. ุญุงูˆู„ุช ุฃุดุฑุญ ู„ู‡ ุงู„ุฅุฌุฑุงุก ุจุณ ูŠุจูŠ ุญู„ ุณุฑูŠุน. ุฑู‚ู… ุงู„ุชุฐูƒุฑุฉ: #99281 ุงู„ุญุงู„ุฉ: ุจุงู†ุชุธุงุฑ ู…ุฑุงุฌุนุฉ ุงู„ู‚ุณู… ุงู„ู…ุงู„ูŠ.
[]
train
llm_synthetic
hard_negative
{"dialect": "gulf", "difficulty": "hard_negative", "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": "pure...
train_003257
User 1: ุงู„ุชุชุจุน ุจุชุงุนูŠ ุจูŠุธู‡ุฑ ูƒูˆุฏ ุบู„ุทุŒ ุงู„ุฑู‚ู… ุฏุง SA12345678 ู…ุด ุดุบุงู„ ุฎุงู„ุต. User 2: ู…ุนู„ุด ูŠุง ูู†ุฏู…ุŒ ุชูˆุงุตู„ ู…ุน ุฎุฏู…ุฉ ุงู„ุนู…ู„ุงุก ุนุดุงู† ุงู„ูƒูˆุฏ ู…ุด ุธุงู‡ุฑ ุนู†ุฏู†ุง.
[]
train
llm_synthetic
hard_negative
{"dialect": "egyptian", "difficulty": "hard_negative", "digit_class": "western", "domain": "personal_private_chats", "format": "crm_ticket", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "lang...
train_005025
Customer 3amel call 3an el utility bill. Account ู…ุฑุฌุน-TN-73/1083568 mafeech 7a2. Request callback 3ala 41 751 505. Support ticket opened.
[ { "start": 49, "end": 67, "label": "ACCOUNT_NUMBER", "text": "ู…ุฑุฌุน-TN-73/1083568" }, { "start": 103, "end": 113, "label": "PHONE_NUMBER", "text": "41 751 505" } ]
train
llm_synthetic
positive
{"dialect": "arabizi", "difficulty": "code_switch", "digit_class": "western", "domain": "real_estate_utilities", "format": "crm_ticket", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "structured_entry", "language_mo...
train_008783
ุงู„ุนู…ูŠู„: ุงู„ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ุฃู†ุง ุฃุชุตู„ ุจุฎุตูˆุต ุทู„ุจ ู…ุนุงุฏู„ุฉ ุงู„ุดู‡ุงุฏุฉ. ู„ู‚ุฏ ุฃุฑุณู„ุช ุงู„ุฃูˆุฑุงู‚ ูˆู„ูƒู†โ€” ุขุณูุŒ ุฃุนู†ูŠ ู„ู… ูŠุตู„ูƒู… ุดูŠุกุŸ ุงู„ุฏุนู…: ูˆุนู„ูŠูƒู… ุงู„ุณู„ุงู…. ู†ุนู…ุŒ ู„ุฏูŠู†ุง ุฎู„ู„ ููŠ ุงู„ู†ุธุงู…. ู‡ู„ ูŠู…ูƒู†ูƒ ุชุฃูƒูŠุฏ ุฑู‚ู… ู‡ุงุชููƒุŸ ู‡ู„ ู‡ูˆ ูฆูฅูงูก ูขูฉูกูฉุŸ ุงู„ุนู…ูŠู„: ู†ุนู…ุŒ ุตุญูŠุญ. ุดูƒุฑุงู‹.
[ { "start": 185, "end": 194, "label": "PHONE_NUMBER", "text": "ูฆูฅูงูก ูขูฉูกูฉ" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "education_admin", "format": "voice_transcript", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mod...
train_007837
ุงู„ุนู…ูŠู„: ูˆูŠู† ุตุงุฑ ู…ู„ู ุงู„ู…ุทุงู„ุจุฉุŸ ุฃุฑุณู„ุชู‡ ู…ู† ุฃุณุจูˆุน. ุงู„ุฏุนู…: ุชู… ุงุณุชู„ุงู…ู‡ุŒ ุชุญุช ุงู„ู…ุฑุงุฌุนุฉุŒ ุฑุงุญ ู†ุฑุฏ ู„ูƒ ุฎู„ุงู„ ูŠูˆู…ูŠู†.
[]
train
llm_synthetic
clean_negative
{"dialect": "mixed_colloquial", "difficulty": "normal", "digit_class": "western", "domain": "insurance_claims", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "languag...
train_007958
Unit No: 302 Property Type: Villa Utility: Electricity Meter Number: ู…ุชูˆูุฑ Previous Reading: 1500 Current Reading: 1850 Consumption: 350 kWH Notes: ููŠู‡ ุฒูŠุงุฏุฉ ุจุงู„ูุงุชูˆุฑุฉ ู‡ุงู„ุดู‡ุฑุŒ ุฃุจุบู‰ ุฃุญุฏ ูŠุชุฃูƒุฏ ุฅุฐุง ููŠู‡ ุชุณุฑูŠุจ ูˆู„ุง ู„ุง.
[]
train
llm_synthetic
clean_negative
{"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "real_estate_utilities", "format": "key_value_form", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_...
train_001234
ุงู„ู…ู†ุฏูˆุจ: ูŠุง ู‡ู„ุงุŒ ุจุฎุตูˆุต ุทู„ุจ ุงู„ุจู„ุฏูŠุฉ Account Number: INV-OM-2026-ES-678490ุŒ ุญุงูˆู„ุช ุฃุชูˆุงุตู„ ู…ุน ุงู„ุนู…ูŠู„ ุนู„ู‰ Phone Number: 7631 1490 ุจุณ ู…ุง ูŠุฑุฏ.
[ { "start": 51, "end": 72, "label": "ACCOUNT_NUMBER", "text": "INV-OM-2026-ES-678490" }, { "start": 115, "end": 124, "label": "PHONE_NUMBER", "text": "7631 1490" } ]
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": "third_person_record", "language_mode": "str...
train_005492
ูˆู„ูŠ ุฃู…ุฑ: ู„ูˆ ุณู…ุญุช ุนุงูŠุฒ ุงุณุชูุณุฑ ุนู† ู…ุตุงุฑูŠู ุงู„ุจุงุตุŒ ุฏู‡ ุฑู‚ู…ูŠ ู ูกูข ูฃูคูคูฉ ูฆูขูกูค ูƒู„ู…ูˆู†ูŠ ุนุฑููˆู†ูŠ ุงู„ุชูุงุตูŠู„.
[ { "start": 54, "end": 67, "label": "PHONE_NUMBER", "text": "ู ูกูข ูฃูคูคูฉ ูฆูขูกูค" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "arabic_indic", "domain": "education_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_mode": ...
train_000916
ุงู„ุนู…ูŠู„: ุฎุท 0793 568 697 ู…ุด ุดุบุงู„ ู…ุนูŠุŒ ู…ู…ูƒู† ู…ุณุงุนุฏุฉุŸ ุงู„ุฏุนู…: ุทูŠุจุŒ ู‡ู„ ุฃู†ุช ุญุณู† ุฃุจูˆ ู‡ู„ุงู„ ุตุงุญุจ ุงู„ุฎุทุŸ
[ { "start": 11, "end": 23, "label": "PHONE_NUMBER", "text": "0793 568 697" }, { "start": 69, "end": 81, "label": "PERSON", "text": "ุญุณู† ุฃุจูˆ ู‡ู„ุงู„" } ]
train
llm_synthetic
positive
{"dialect": "mixed_colloquial", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode": ...
train_002204
User 1: ูŠุงุฎูŠุŒ ุฃุจุบู‰ ู…ู†ูƒ ุฑู‚ู… ุญุณุงุจูƒ ุนุดุงู† ุฃุญูˆู„ ู„ูƒ ุงู„ู…ุจู„ุบ. sorryุŒ ูŠุนู†ูŠ ุงู„ู€ transfer ุงู„ู„ูŠ ู‚ู„ุช ู„ูƒ ุนู†ู‡ ุฃู…ุณ. ุชูƒูู‰ ุฃุฑุณู„ู‡ ู„ูŠ. User 2: ู‡ู„ุง ูˆุงู„ู„ู‡ุŒ ุฑู‚ู… ุญุณุงุจูŠ ู‡ูˆ ACCT-KW-129-7371519977. ุจุณ ุชุฃูƒุฏ ุฅู†ู‡ ุตุญ ู‚ุจู„ ู…ุง ุชุณูˆูŠ ุงู„ุญูˆุงู„ุฉุŒ ู„ุฅู†ู‡ ุฃุชุฐูƒุฑ ุฃู†ู‡ ุญู‚ ุงู„ู€ salary account ู…ูˆ ุญู‚ ุงู„ู€ personal. User 1: ุชู…ุŒ ุดูƒุฑุงู‹. ุจุณ ูˆุฏูŠ ุฃุชุฃูƒุฏ: ุงู„ู€ account ู‡ุฐุง ูŠุณุชู‚ุจ...
[ { "start": 148, "end": 170, "label": "BANK_ACCOUNT_NUMBER", "text": "ACCT-KW-129-7371519977" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "code_switch", "digit_class": "western", "domain": "personal_private_chats", "format": "voice_transcript", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "structured_entry", "languag...
train_000578
User 1: ู‡ู„ ู‚ุงู… ุงู„ู…ู†ุฏูˆุจ ุจุชุญุฏูŠุซ ุงู„ู€ Order StatusุŸ ุงู„ุนู…ูŠู„ ูŠุดุชูƒูŠ ู…ู† ุงู„ุชุฃุฎูŠุฑ.
[]
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": "third_person_record", "language_mode": "st...
train_002413
ุงู„ุนู…ูŠู„: ุฃูˆุฏ ู…ุนุฑูุฉ ุญุงู„ุฉ ุงู„ุทู„ุจ ุงู„ุฎุงุต ุจูŠ ูŠุง ุญู…ุฒุฉ ุงู„ุชุงุฒูŠ ู„ูˆ ุชูƒุฑู…ุชู…. ุงู„ุฏุนู…: ุฌุงุฑู ุงู„ุชุญู‚ู‚ุŒ ุณุฃูุจู„ุบูƒ ุจุงู„ุชูุงุตูŠู„ ุญุงู„ุงู‹.
[ { "start": 41, "end": 52, "label": "PERSON", "text": "ุญู…ุฒุฉ ุงู„ุชุงุฒูŠ" } ]
train
llm_synthetic
positive
{"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "personal_private_chats", "format": "chat_log", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "single_speaker_message", "language_mode":...
train_009062
ูŠุง ู‡ู„ุงุŒ ู‡ุงุฏ ุฑู‚ู… ุงู„ู€ IBAN ุชุจุนูŠ ุนุดุงู† ุชุญูˆู„ูŠ ุนู„ูŠู‡ ุงู„ู…ุตุงุฑูŠ: PS57XIRE9C57DB8QL140HQ2PBXWWH.. ุฎุจุฑู†ูŠ ุจุณ ูŠูˆุตู„ูƒ.
[ { "start": 55, "end": 84, "label": "IBAN", "text": "PS57XIRE9C57DB8QL140HQ2PBXWWH" } ]
train
llm_synthetic
positive
{"dialect": "levantine", "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": "single_speaker_message", "language_m...
train_009154
ุงู„ุฏุนู…: ุงู„ุนู…ูŠู„ ู…ุฑูˆุงู† ุงู„ุฌุจู„ ู‚ุงู„ ุฅู†ู‡ ู…ุด ุฑุงุถูŠ ุนู† ุงู„ุฎุฏู…ุฉ.
[ { "start": 14, "end": 25, "label": "PERSON", "text": "ู…ุฑูˆุงู† ุงู„ุฌุจู„" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "voice_agent_transcripts", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language...
train_004775
ุงู„ุนู…ูŠู„: ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ุนู†ุฏูŠ ู…ุดูƒู„ ูู€ App ุฏูŠุงู„ูƒู…. ุญุงูˆู„ุช ู†ุฏูŠุฑ Transfer ู„ูˆุงุญุฏ ุงู„ุตุฏูŠู‚ ุฏูŠุงู„ูŠ ุณู…ูŠุชูˆ ุตู„ุงุญ ุงู„ู‡ุฏู‰ ุงู„ุนุจุฏุงู„ุณู„ุงู… ูˆู„ูƒู† ุงู„ู…ุฑุฉ ุงู„ุซุงู†ูŠุฉ ู…ู„ูŠ ูƒู„ูŠูƒูŠุช ุนู„ู‰ Confirm ุทู„ุน ู„ูŠุง Error message ูˆูƒุงู„ ู„ูŠุง ุงู„ุนู…ู„ูŠุฉ ูุดู„ุช. ุงู„ู…ุดูƒู„ ู‡ูˆ ุฃู† ุงู„ูู„ูˆุณ ุชู‚ุทุนูˆ ู„ูŠุง ู…ู† ุงู„ู€ Balance ุฏูŠุงู„ูŠ ูˆู„ูƒู† ู…ุง ูˆุตู„ูˆู‡ุด ู„ูŠู‡. ุนุงูุงูƒู… ุดูˆููˆ ู„ูŠุง ู‡ุงุฏ ุงู„ู€ Transaction ููŠู† ู…ุดุงุช ุญูŠุช ...
[ { "start": 90, "end": 112, "label": "PERSON", "text": "ุตู„ุงุญ ุงู„ู‡ุฏู‰ ุงู„ุนุจุฏุงู„ุณู„ุงู…" } ]
train
llm_synthetic
positive
{"dialect": "maghrebi", "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": "single_speaker_message", "language_mode": "s...
train_002251
ุงู„ุนู…ูŠู„: ุงู„ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ุญุฌุฒุช ุบุฑูุฉ ุจุงุณู… ุดูŠุฎุฉ ุงู„ุนุจุฏุงู„ุบู†ูŠ ุจุณ ู…ุง ุทู„ุนู„ูŠ ุฑู‚ู… ุงู„ุชุฃูƒูŠุฏ. ุชู‚ุฏุฑ ุชุณุงุนุฏู†ูŠุŸ ุงู„ุฏุนู…: ูˆุนู„ูŠูƒู… ุงู„ุณู„ุงู…ุŒ ุชูˆุงุตู„ ู…ุนู†ุง ุนู„ู‰ ุงู„ุฎุงุต ูˆู†ุฑุณู„ ู„ูƒ ุงู„ุฑุงุจุท ุนุดุงู† ุชุฑุณู„ ุจูŠุงู†ุงุช ุงู„ุญุฌุฒ. ุฅู† ุดุงุก ุงู„ู„ู‡ ู†ุถุจุทู‡ุง ู„ูƒ.
[ { "start": 37, "end": 52, "label": "PERSON", "text": "ุดูŠุฎุฉ ุงู„ุนุจุฏุงู„ุบู†ูŠ" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "travel_hotel_airline", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode":...
train_000017
ุงู„ุนู…ูŠู„: ูŠุง ุฑูŠุช ุชุจู„ุบ ู…ุชุนุจ ุงู„ู…ุตุทูู‰ ูŠุชุฑูƒ ุงู„ุทู„ุจ ุนู†ุฏ ุงู„ุจุงุจ ู„ุฃู† ู…ุญุฏ ู…ูˆุฌูˆุฏ ุจุงู„ุจูŠุชุŒ ุดูƒุฑุงู‹.
[ { "start": 20, "end": 32, "label": "PERSON", "text": "ู…ุชุนุจ ุงู„ู…ุตุทูู‰" } ]
train
llm_synthetic
positive
{"dialect": "mixed_colloquial", "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", "lang...
train_005731
ู…ู†ุฏูˆุจ: ุงู„ุนู…ูŠู„ ุฌุงุฏ ุงู„ุญุณูŠู† ุนู†ุฏู‡ ู…ุดูƒู„ุฉ ููŠ ุงู„ุทู„ุจ ุจุชุงุน ุญุณุงุจ CUST-EG-26369351ุŒ ุนุงูŠุฒ ุชุฃูƒูŠุฏ. ุงู„ุฏุนู…: ุญุงุถุฑุŒ ู‡ุดูˆู ุงู„ุจูŠุงู†ุงุช ูˆุงุฑุฌุนู„ูƒ.
[ { "start": 14, "end": 24, "label": "PERSON", "text": "ุฌุงุฏ ุงู„ุญุณูŠู†" }, { "start": 55, "end": 71, "label": "ACCOUNT_NUMBER", "text": "CUST-EG-26369351" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "mixed", "domain": "ecommerce_or_delivery", "format": "chat_log", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "third_person_record", "language_mode": ...
train_003003
ุงู„ุนู…ูŠู„: ู…ุฑุญุจุงุŒ ุจุบูŠุช ุฃุณุฃู„ ุนู† ุชุญูˆูŠู„ ุงู†ุณุญุจ ู…ู† ุญุณุงุจูŠ ุจุณ ู…ุง ูˆุตู„ ู„ู„ุทุฑู ุงู„ุซุงู†ูŠ... ููŠู‡ ู…ุดูƒู„ุฉ. ุงู„ุฏุนู…: ุฃู‡ู„ู‹ุงุŒ ุฃู‚ุฏุฑ ุฃุณุงุนุฏูƒ. ู…ู…ูƒู† ุชุนุทูŠู†ูŠ ุงูŠู…ูŠู„ูƒ ุนุดุงู† ุฃูุญุต ุงู„ู…ุนุงู…ู„ุฉุŸ ุงู„ุนู…ูŠู„: ุฃูŠูˆู‡ุŒ hudanajjar884427@qa.example.com. ุงู„ุฏุนู…: ุดูƒุฑู‹ุง. ุฃู‡ูˆ ู„ุฒู… ูƒู…ุงู† ุฑู‚ู… ุงู„ุญุณุงุจ ุงู„ุฏูˆู„ูŠ QA46FPSJ2JM6LMHHME25K2BBXO3AW ุญู‚ ุงู„ุชุญูˆูŠู„. ุงู„ุนู…ูŠู„: ุขู‡ุŒ ุตุญ... ุฎู„ุงุตุŒ ุฃุจ...
[ { "start": 170, "end": 201, "label": "EMAIL", "text": "hudanajjar884427@qa.example.com" }, { "start": 250, "end": 279, "label": "IBAN", "text": "QA46FPSJ2JM6LMHHME25K2BBXO3AW" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "code_switch", "digit_class": "western", "domain": "banking_fintech", "format": "voice_transcript", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mo...
train_002120
User 1: ุจุต ูŠุง ุจุงุดุงุŒ ุงุจุนุชู„ูŠ ุงู„ู€ EG808270853670744541196228410 ุจุชุงุนูƒ.. ู„ุง ุงุณุชู†ู‰ุŒ ู‚ุตุฏูŠ ุงุจุนุชู„ูŠ ุงู„ู€ IBAN ุนุดุงู† ุฃุญูˆู„ูƒ ุงู„ูู„ูˆุณ ุฏู„ูˆู‚ุชูŠ.
[ { "start": 31, "end": 60, "label": "IBAN", "text": "EG808270853670744541196228410" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "normal", "digit_class": "western", "domain": "personal_private_chats", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "languag...
train_003951
ุงู„ุนู…ูŠู„: ู‡ู„ุง ูˆุงู„ู„ู‡ุŒ ุฃู†ุง ู…ุณูˆูŠ ุทู„ุจ ู†ู‚ู„ ู…ูˆุฏู… ู„ุจูŠุชูŠ ุงู„ุฌุฏูŠุฏ ุจุณ ู„ู„ุญูŠู† ู…ุง ุฃุญุฏ ูƒู„ู…ู†ูŠุŒ ูˆุงู„ู…ูุฑูˆุถ ูŠุฌูŠ ุงู„ูู†ูŠ ุงู„ูŠูˆู…. ุงู„ุฏุนู…: ุญูŠุงูƒ ุงู„ู„ู‡ ูŠุง ุบุงู„ูŠุŒ ุงุนุชุฐุฑ ู…ู†ูƒ ุนู„ู‰ ุงู„ุชุฃุฎูŠุฑ. ู…ู…ูƒู† ุชุนุทูŠู†ูŠ ุฑู‚ู… ุงู„ุทู„ุจ ุฃูˆ ุงู„ุงุณู… ุงู„ู…ุณุฌู„ุŸ ุงู„ุนู…ูŠู„: ุงู„ุทู„ุจ ุจุงุณู… ุฏู„ุงู„ ุขู„ ุบู†ุงู…ุŒ ูˆุฃุตู„ุงู‹... ู‚ุตุฏูŠ ุชุฑุง ุฌุงู†ูŠ ู…ุณุฌ ูŠู‚ูˆู„ ุฅู† ุงู„ู…ูˆุนุฏ ุชุบูŠุฑ ุจุณ ู…ุง ุญุฏ ุนุทุงู†ูŠ ูˆู‚ุช ู…ุญุฏุฏุŒ ูˆุด ุงู„ุณุงู„ูุฉุŸ ุงู„ุฏุนู…: ู„...
[ { "start": 212, "end": 224, "label": "PERSON", "text": "ุฏู„ุงู„ ุขู„ ุบู†ุงู…" } ]
train
llm_synthetic
positive
{"dialect": "gulf", "difficulty": "normal", "digit_class": "western", "domain": "telecom", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "two_person_exchange", "language_mode": "arabic_embed...
train_002973
ุงู„ุนู…ูŠู„: ุฃูˆุฏ ุชู‚ุฏูŠู… Complaint ุจุฎุตูˆุต... ุนุฐุฑุงู‹ุŒ ุฃู‚ุตุฏ ุทู„ุจ Delivery ุชุฃุฎุฑ ูƒุซูŠุฑุงู‹ ูˆู„ู… ูŠุตู„ู†ูŠ ุญุชู‰ ุงู„ุขู†.
[]
train
llm_synthetic
clean_negative
{"dialect": "msa", "difficulty": "normal", "digit_class": "western", "domain": "ecommerce_or_delivery", "format": "voice_transcript", "generator_api_model": "openrouter/google/gemma-4-31b-it", "generator_attempt_model": "modelB", "generator_model": "modelB", "interaction_style": "single_speaker_message", "language_mode...
train_000227
ุงู„ุนู…ูŠู„: ูŠุง ู‡ู„ุงุŒ ุนู†ุฏูŠ ู…ุดูƒู„ุฉ ููŠ ุงู„ุชุทุจูŠู‚ุŒ ุญุงูˆู„ุช ุฃุญูˆู„ ู…ุจู„ุบ ุจุณ ุชุทู„ุน ู„ูŠ ุฑุณุงู„ุฉ "ุญุฏุซ ุฎุทุฃ ููŠ ุงู„ุนู…ู„ูŠุฉ" ูˆูƒู„ ุดูˆูŠ ูŠุนู„ู‚. ุงู„ุฏุนู…: ุญูŠุงูƒ ุงู„ู„ู‡ุŒ ู…ู…ูƒู† ุชุชุฃูƒุฏ ุฅุฐุง ุชุทุจูŠู‚ูƒ ู…ุญุฏุซ ู„ุขุฎุฑ ู†ุณุฎุฉุŸ ูˆุฌุฑุจ ุชู‚ูู„ ุงู„ุชุทุจูŠู‚ ูˆุชูุชุญู‡ ู…ุฑุฉ ุซุงู†ูŠุฉ. ุงู„ุนู…ูŠู„: ุญุฏุซุชู‡ ู‚ุจู„ ุดูˆูŠ ูˆุจุฑุถู‡ ู†ูุณ ุงู„ุดูŠุกุŒ ูˆุด ุงู„ุญู„ุŸ
[]
train
llm_synthetic
clean_negative
{"dialect": "gulf", "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_ara...
train_002466
ุงู„ุนู…ูŠู„: ุงู„ุณู„ุงู… ุนู„ูŠูƒู…ุŒ ููŠู‡ ุชุญูˆูŠู„ ูู„ูˆุณ ู…ู† ุงู„ุชุทุจูŠู‚ ู…ุง ุตุงุฑุŒ ูŠู‚ูˆู„ ุงู„ุฑุตูŠุฏ ุบูŠุฑ ูƒุงููŠ ู…ุน ุฃู† ุนู†ุฏูŠ 700 ุฑูŠุงู„. ุฑู‚ู… ุงู„ูุงุชูˆุฑุฉ ูจูคูขูกูฅ. ุงู„ุฏุนู…: ูˆุนู„ูŠูƒู… ุงู„ุณู„ุงู…. ู…ู…ูƒู† ุชุณุชูุณุฑ ู…ู† ูˆูŠู† ุฃู†ุชุŸ ุฌุฏุฉ ุฃูˆ ุงู„ุฑูŠุงุถุŸ ู„ุฃู†ู‡ ุงู„ุฎุฏู…ุฉ ุชุฎุชู„ู ุญุณุจ ุงู„ู…ู†ุทู‚ุฉ. ุชูˆุงุตู„ ู…ุนู†ุง ูˆู†ุญู„ ุงู„ู…ูˆุถูˆุน ุจุณุฑุนุฉ.
[]
train
llm_synthetic
hard_negative
{"dialect": "gulf", "difficulty": "hard_negative", "digit_class": "western", "domain": "banking_fintech", "format": "natural_text", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language_mode...
train_001737
ุงู„ุนู…ูŠู„: ูŠุงุฑูŠุช ุชุจุนุชูŠ ุงู„ูู„ูˆุณ ุนู„ู‰ ุญุณุงุจ-EG-952-93326510435 ูˆูƒู…ุงู† ุงู„ุชุฃูƒูŠุฏ ุนู„ู‰ karim.ali962543@eg.example.com ู„ูˆ ุณู…ุญุช. ุงู„ุฏุนู…: ุชู…ุงู…ุŒ ู‡ู†ุธุจุท ุงู„ู€ claim ูˆู†ุนุชุจุฑูƒ ููŠ ุฃุณุฑุน ูˆู‚ุช.
[ { "start": 31, "end": 54, "label": "BANK_ACCOUNT_NUMBER", "text": "ุญุณุงุจ-EG-952-93326510435" }, { "start": 73, "end": 103, "label": "EMAIL", "text": "karim.ali962543@eg.example.com" } ]
train
llm_synthetic
positive
{"dialect": "egyptian", "difficulty": "code_switch", "digit_class": "western", "domain": "insurance_claims", "format": "key_value_form", "generator_api_model": "openrouter/deepseek/deepseek-v4-flash", "generator_attempt_model": "modelA", "generator_model": "modelA", "interaction_style": "two_person_exchange", "language...
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Check out the documentation for more information.

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 by prepare_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: 30
    • punctuation_trap: 25
    • financial_trio_confusion: 35
    • nearmiss_iban: 20
    • address_hard_negative: 15
    • hardneg_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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