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answer_quality__label
string
answer_quality__probabilities
string
answer_quality__score
int64
bug_reproduced__label
string
bug_reproduced__probabilities
string
bug_reproduced__probability_true
float64
complaint_queue__label
string
complaint_queue__probabilities
string
correction_urgency__label
string
correction_urgency__probabilities
string
correction_urgency__score
int64
decision_001__label
string
decision_001__probabilities
string
decision_002__label
string
decision_002__probabilities
string
decision_002__score
int64
decision_003__label
string
decision_003__probabilities
string
decision_009__label
string
decision_009__probabilities
string
decision_012__label
string
decision_012__probabilities
string
decision_013__label
string
decision_013__probabilities
string
decision_023__label
string
decision_023__probabilities
string
decision_023__probability_true
float64
decision_045__label
string
decision_045__probabilities
string
decision_046__label
string
decision_046__probabilities
string
decision_046__probability_true
float64
decision_047__label
string
decision_047__probabilities
string
decision_047__score
int64
decision_048__label
string
decision_048__probabilities
string
decision_049__label
string
decision_049__probabilities
string
decision_065__label
string
decision_065__probabilities
string
decision_065__score
int64
decision_066__label
string
decision_066__probabilities
string
decision_068__label
string
decision_068__probabilities
string
decision_068__probability_true
float64
decision_069__label
string
decision_069__probabilities
string
decision_069__probability_true
float64
decision_090__label
string
decision_090__probabilities
string
decision_090__probability_true
float64
decision_091__label
string
decision_091__probabilities
string
decision_092__label
string
decision_092__probabilities
string
decision_093__label
string
decision_093__probabilities
string
decision_093__probability_true
float64
decision_094__label
string
decision_094__probabilities
string
decision_094__score
int64
department__label
string
department__probabilities
string
document_type__label
string
document_type__probabilities
string
escalation_action__label
string
escalation_action__probabilities
string
evaluation_eligible
bool
factors
string
file_action__label
string
file_action__probabilities
string
file_passes_quality__label
string
file_passes_quality__probabilities
string
file_passes_quality__probability_true
float64
finance_queue__label
string
finance_queue__probabilities
string
fix_priority__label
string
fix_priority__probabilities
string
form_complete__label
string
form_complete__probabilities
string
form_complete__probability_true
float64
gold
string
historical_record_id
string
historical_split
string
human_verified
bool
id
string
intent__label
string
intent__probabilities
string
invoice_mismatch__label
string
invoice_mismatch__probabilities
string
invoice_mismatch__probability_true
float64
label_agreement
string
language
string
marker_present__label
string
marker_present__probabilities
string
marker_present__probability_true
float64
n_questions
int64
next_action__label
string
next_action__probabilities
string
provenance_json
string
questions
string
refund_eligibility__label
string
refund_eligibility__probabilities
string
semantic_family_id
string
severity__label
string
severity__probabilities
string
severity__score
int64
split
string
state
string
supervision_tier
string
supplement_needed__label
string
supplement_needed__probabilities
string
supplement_needed__probability_true
float64
task_ids_by_question
string
technical_queue__label
string
technical_queue__probabilities
string
template_id
string
urgency__label
string
urgency__probabilities
string
urgency__score
int64
workflow
string
null
null
null
null
null
null
null
null
null
null
null
null
null
3
{"0":0.0,"1":0.0,"2":0.0,"3":1.0}
3
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"002-family-01"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_002":{"label":"3","probabilities":{"0":0.0,"1":0.0,"2":0.0,"3":1.0},"type":"score"}}
S-4dd4a869a60ac4bb3945
train
false
S-4dd4a869a60ac4bb3945
null
null
null
null
null
{}
fa
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"sla_deadline_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-4dd4a869a60ac4bb3945","legacy_input_hash":"13e952b62dc009dc4061a7053129a400907cf945c360b308c9928ac557736...
{"decision_002":{"criteria":["۰: بیش از ۲۴ ساعت","۱: ۸ تا ۲۴ ساعت","۲: ۲ تا ۸ ساعت","۳: کمتر از ۲ ساعت"],"instructions":"برای این مورد خیالی، «فوریت تیکت پشتیبانی» را فقط بر پایهٔ شواهد ارائه‌شده تعیین کن. سطوح با ترتیب افزایشیِ معیارها هستند. اگر شاهد مهمی کم است، پاسخ را حدس نزن؛ بررسی انسانی بخواه یا مورد را نامعلوم...
null
null
E-39482a0044416c44f5e6
null
null
null
train
{"evidence":{"case_note":"یک کاربر خیالی نمی‌تواند وارد حساب شود و در مهلت شبیه‌سازی‌شده دو ساعت باقی مانده است.","service_impact":"user_blocked","sla_hours":1.5,"ticket_text":"یک کاربر خیالی نمی‌تواند وارد حساب شود و در مهلت شبیه‌سازی‌شده دو ساعت باقی مانده است.","unrelated_quote":""},"message":"یک کاربر خیالی نمی‌توا...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_002":"002"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
3
{"0":0.0,"1":0.0,"2":0.0,"3":1.0}
3
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"002-family-01"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_002":{"label":"3","probabilities":{"0":0.0,"1":0.0,"2":0.0,"3":1.0},"type":"score"}}
S-2738e5c055be9ce820c8
train
false
S-2738e5c055be9ce820c8
null
null
null
null
null
{}
en
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"sla_deadline_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-2738e5c055be9ce820c8","legacy_input_hash":"c6d6892c7f6a7ca360462eec8a3a50f98789e71175502ffa446ec7b085df5...
{"decision_002":{"criteria":["0: more than 24 hours","1: 8-24 hours","2: 2-8 hours","3: less than 2 hours"],"instructions":"For this fictional case, decide support ticket urgency using only the supplied evidence. Higher levels follow the ordered task anchors. If critical evidence is missing, do not infer an answer; req...
null
null
E-39482a0044416c44f5e6
null
null
null
train
{"evidence":{"case_note":"One fictional user is blocked from signing in; the simulated SLA has two hours remaining.","service_impact":"user_blocked","sla_hours":1.5,"ticket_text":"One fictional user is blocked from signing in; the simulated SLA has two hours remaining.","unrelated_quote":""},"message":"One fictional us...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_002":"002"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
0
{"0":1.0,"1":0.0,"2":0.0,"3":0.0}
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"002-family-03"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_002":{"label":"0","probabilities":{"0":1.0,"1":0.0,"2":0.0,"3":0.0},"type":"score"}}
S-d305ce1013a9c52789a0
train
false
S-d305ce1013a9c52789a0
null
null
null
null
null
{}
fa
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"sla_deadline_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-d305ce1013a9c52789a0","legacy_input_hash":"906b1ca494678931b30d7c567fa309665a09e041a3430884daad2570a0f2d...
{"decision_002":{"criteria":["۰: بیش از ۲۴ ساعت","۱: ۸ تا ۲۴ ساعت","۲: ۲ تا ۸ ساعت","۳: کمتر از ۲ ساعت"],"instructions":"برای این مورد خیالی، «فوریت تیکت پشتیبانی» را فقط بر پایهٔ شواهد ارائه‌شده تعیین کن. سطوح با ترتیب افزایشیِ معیارها هستند. اگر شاهد مهمی کم است، پاسخ را حدس نزن؛ بررسی انسانی بخواه یا مورد را نامعلوم...
null
null
E-f0f494abf6ed36956665
null
null
null
train
{"evidence":{"case_note":"یک کاربر خیالی نمی‌تواند وارد حساب شود و در مهلت شبیه‌سازی‌شده دو ساعت باقی مانده است.","service_impact":"user_blocked","sla_hours":72,"ticket_text":"یک کاربر خیالی نمی‌تواند وارد حساب شود و در مهلت شبیه‌سازی‌شده دو ساعت باقی مانده است.","unrelated_quote":"A separate test note says urgent."},"...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_002":"002"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
0
{"0":1.0,"1":0.0,"2":0.0,"3":0.0}
0
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"002-family-03"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_002":{"label":"0","probabilities":{"0":1.0,"1":0.0,"2":0.0,"3":0.0},"type":"score"}}
S-5849b1e94ea49019d365
train
false
S-5849b1e94ea49019d365
null
null
null
null
null
{}
en
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"sla_deadline_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-5849b1e94ea49019d365","legacy_input_hash":"19327359158f3b8c2e4274d88e617ea7df74ab7f3f0202033f5c0e679f744...
{"decision_002":{"criteria":["0: more than 24 hours","1: 8-24 hours","2: 2-8 hours","3: less than 2 hours"],"instructions":"For this fictional case, decide support ticket urgency using only the supplied evidence. Higher levels follow the ordered task anchors. If critical evidence is missing, do not infer an answer; req...
null
null
E-f0f494abf6ed36956665
null
null
null
train
{"evidence":{"case_note":"One fictional user is blocked from signing in; the simulated SLA has two hours remaining.","service_impact":"user_blocked","sla_hours":72,"ticket_text":"One fictional user is blocked from signing in; the simulated SLA has two hours remaining.","unrelated_quote":"A separate test note says urgen...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_002":"002"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
human_handoff
{"automatic":0.0,"human_handoff":1.0}
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"003-family-02"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_003":{"label":"human_handoff","probabilities":{"automatic":0.0,"human_handoff":1.0},"type":"choice"}}
S-5d7f646d857cb5cad229
train
false
S-5d7f646d857cb5cad229
null
null
null
null
null
{}
fa
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"support_handoff_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-5d7f646d857cb5cad229","legacy_input_hash":"54c50e732f49f453239e81a14d7b0d316a9f804e713cfd2579f58ac7e8...
{"decision_003":{"criteria":{"automatic":"پاسخ ثبت‌شده درخواست را کامل پاسخ می‌دهد و مراحل فهرست‌شده موفق بوده‌اند.","human_handoff":"مسئله حل‌نشده است یا شواهد لازم وجود ندارد."},"instructions":"برای این مورد خیالی، «ارجاع به کارشناس یا پاسخ خودکار» را فقط بر پایهٔ شواهد ارائه‌شده تعیین کن. اگر شاهد مهمی کم است، پاسخ ...
null
null
E-55a9d07c0a976312f929
null
null
null
train
{"evidence":{"case_note":"موردی خیالی؛ شاهد لازمِ اعلام‌شده عمداً در دسترس نیست.","conversation":"مشتری خیالی مراحل ثبت‌شدهٔ بازیابی را دو بار انجام داده اما هنوز به سرویس دسترسی ندارد.","documented_answer_present":true,"unresolved_question":"مشتری خیالی مراحل ثبت‌شدهٔ بازیابی را دو بار انجام داده اما هنوز به سرویس دست...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_003":"003"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
human_handoff
{"automatic":0.0,"human_handoff":1.0}
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"003-family-02"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_003":{"label":"human_handoff","probabilities":{"automatic":0.0,"human_handoff":1.0},"type":"choice"}}
S-223c21e0cadb7bb37a83
train
false
S-223c21e0cadb7bb37a83
null
null
null
null
null
{}
en
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"support_handoff_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-223c21e0cadb7bb37a83","legacy_input_hash":"f6ec7e17aff5b5103e44ac6f348b52315981ef18a1f2689bc281f455d5...
{"decision_003":{"criteria":{"automatic":"A documented response fully answers the request and the listed steps succeeded.","human_handoff":"The issue remains unresolved or required evidence is missing."},"instructions":"For this fictional case, decide human handoff vs automatic reply using only the supplied evidence. I...
null
null
E-55a9d07c0a976312f929
null
null
null
train
{"evidence":{"case_note":"Fictional case; the declared required evidence is intentionally unavailable.","conversation":"A fictional customer tried the documented reset steps twice and still cannot access the service.","documented_answer_present":true,"unresolved_question":"A fictional customer tried the documented rese...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_003":"003"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
receipt_request
{"bug_report":0.0,"human_review":0.0,"receipt_request":1.0,"refund_request":0.0}
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
false
{"language_provenance":"translated_unverified","legacy_scenario_id":"012-family-01"}
null
null
null
null
null
null
null
null
null
null
null
null
{"decision_012":{"label":"receipt_request","probabilities":{"bug_report":0.0,"human_review":0.0,"receipt_request":1.0,"refund_request":0.0},"type":"choice"}}
S-1009e86bfdbef91a3523
train
false
S-1009e86bfdbef91a3523
null
null
null
null
null
{}
fa
null
null
null
1
null
null
{"evaluation_eligible":false,"human_verified":false,"label_role":"DETERMINISTIC_SYNTHETIC_POLICY_LABEL_NOT_REAL_WORLD_GOLD","label_source":"intent_taxonomy_v1","label_tier":"G2_SYNTHETIC_TOY_ORACLE","legacy_case_id":"S-1009e86bfdbef91a3523","legacy_input_hash":"e09920576ca4d963328509c818c7137f68aae9ab84b7db347d26fd016b...
{"decision_012":{"criteria":{"bug_report":"گزارش رفتاری که مطابق انتظار کار نمی‌کند.","human_review":"اقدام درخواستی از پیام مشخص نیست.","receipt_request":"درخواست پیدا کردن، دریافت یا بارگیری رسید.","refund_request":"درخواست مرجوعی کالا یا بازپرداخت."},"instructions":"برای این مورد خیالی، «قصد پیام مشتری» را فقط بر پا...
null
null
E-598a3d9ac41ab7913e5e
null
null
null
train
{"evidence":{"case_note":"پیام خیالی می‌پرسد رسید را از کجا دریافت کند و خرابی‌ای گزارش نمی‌کند.","explicit_request":"find_receipt","message_text":"پیام خیالی می‌پرسد رسید را از کجا دریافت کند و خرابی‌ای گزارش نمی‌کند.","requested_action":"find_receipt"},"message":"پیام خیالی می‌پرسد رسید را از کجا دریافت کند و خرابی‌ا...
G2_SYNTHETIC_TOY_ORACLE
null
null
null
{"decision_012":"012"}
null
null
synthetic-template-2026-10-12-v2
null
null
null
customer_support
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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receipt_request
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technical_support
End of preview. Expand in Data Studio

Tasmim Typed Decisions v3.3

Tasmim-v1 is a bilingual Persian/English research dataset for shared fictional states with typed Choice, Score, and Noul decisions. Every supervised label is produced by a versioned, executable toy policy. These labels are synthetic policy targets, not human judgments, real organization rules, or independently validated gold.

Training data

The default all configuration contains 1,192 supervised cases and 1,822 labeled decisions across 21 of the 194 registered tasks. There are 596 Persian and 596 English cases. Decision types are Choice 1,004, Score 342, and Noul 476.

Split Cases Labeled decisions
train 678 838
validation 174 334
calibration 164 320
test 176 330

Cases can contain several aligned questions over one shared state. Each question has a complete target and a finite, normalized one-hot probability vector. The splits are public and should not be treated as a protected benchmark.

Load

from datasets import load_dataset

repo = "mshojaei77/tasmim-data-v1"
data = load_dataset(repo)                 # default: legitimate supervised typed decisions
train = load_dataset(repo, split="train")
auxiliary = load_dataset(repo, "teacher_distillation_v3_2")  # teacher proposals, never default gold

The columns state, questions, gold, provenance_json, and task_ids_by_question are JSON strings. Decode the first three with json.loads to use the shared state, question definitions, and typed targets.

Supervision provenance and limitations

The 900 recovered historical cases preserve their original IDs, split assignments, and provenance. The release also reuses 112 native v3.1 cases and adds 180 authored bilingual multi-question cases. All 1,822 targets are synthetic toy-policy labels; there are 0 human-verified labels and 0 independent evaluation records. No Tasmim-Bench public tests or predictions are included.

Teacher supervision is auxiliary: teacher_distillation_v3_2 contains 112 cases / 352 teacher question proposals, and the historical proposal archive remains separate. Neither teacher tier is included in the default all configuration or represented as gold. Unlabeled and proxy-pending examples remain in their historical/archive configurations.

Training supervision currently covers 21/194 tasks. The other 173 tasks have no gold targets in this release. Persian text includes formal, colloquial, code-switched, Finglish, Unicode and half-space variants, indirect requests, negation, distractors, and missing-evidence escalation. Bilingual alignment is mechanically checked but has not been human-reviewed. Synthetic examples and label coverage do not establish general-purpose Persian decision quality.

Coverage and historical records

License and use

MIT applies to original project-owned synthetic content where redistribution rights permit. The legacy teacher configuration retains its own provider provenance and applicable terms. Research use only; do not use these synthetic rules or targets to make real decisions.

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