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PPTV Pattaya calls,Thai,news report,https://www.pptvhd36.com/video/news/219770,No downloadable transcript or redistribution license verified,research_lead,Reports forwarded calls involving police; 200 calls is an incident count.
FlowSpec Thai debt collection research,Thai,synthetic research,https://arxiv.org/abs/2610.18881,No public dataset download verified,research_lead,"2506 generated training trajectories cover multiple procedures, not exclusively debt collection."
Harrington credit union conversations,English,documented real calls,https://doi.org/10.1075/ni.20042.har,Published article is CC BY 4.0; full underlying corpus is not publicly released,excerpts_added,The paper reports 100 original calls but supplies only selected transcript excerpts. Rows paraphrase and anonymize the published excerpts.
Verbamore vm-za-eng-cx,English,staged role play,https://huggingface.co/datasets/verbamore/vm-za-eng-cx,Gated; current account receives 403; provider license restricts redistribution,not_added,Debt collection is one subset of a multi-domain dataset.
DiaBiz EN,English,localized staged role play,https://docs.pelcra.pl/doku.php?id=diabiz,Licensing inquiry required; public sample terms are limited,not_added,Reported debt subset has 34 localized dialogues.
MeghanaKap speech-to-speech-collections,Hindi and English,real AI collection calls,https://huggingface.co/datasets/MeghanaKap/speech-to-speech-collections,Gated internal research only; redistribution prohibited,not_added,Source card and current release metadata differ on total size; no count is claimed here.
SCORES bank collection calls,Chinese,real bank calls,https://aclanthology.org/2025.naacl-industry.11/,No public raw-call dataset release verified,research_lead,Paper reports historical bank calls.
Credit C-GPT,Vietnamese,real and simulated research data,https://arxiv.org/html/2601.10167v1,Proprietary corpus; no public download verified,research_lead,Paper distinguishes 400 actual test calls from simulated training and validation data.
Turkish credit-risk call research,Turkish,real bank calls,https://www.mdpi.com/2076-3417/16/1/108,No public raw-call dataset release verified,excerpt_added,"One anonymized example from Table 1, sorted by start time; English rendering linked as a translation. Full raw corpus access restricted."
DiaBiz debt collection,Polish,staged role play,https://docs.pelcra.pl/doku.php?id=diabiz,Licensing inquiry required; public sample terms are limited,not_added,Reported 300 debt-collection dialogues.
Verbamore vm-za-afr-cx,Afrikaans,staged role play,https://huggingface.co/datasets/verbamore/vm-za-afr-cx,Gated; current account receives 403; provider license restricts redistribution,not_added,Debt collection is one subset of a multi-domain dataset.
Verbamore vm-za-sot-cx,Sesotho,staged role play,https://huggingface.co/datasets/verbamore/vm-za-sot-cx,Gated; current account receives 403; provider license restricts redistribution,not_added,Debt collection is one subset of a multi-domain dataset.
Verbamore vm-za-zul-cx,isiZulu,staged role play,https://huggingface.co/datasets/verbamore/vm-za-zul-cx,Gated; current account receives 403; provider license restricts redistribution,not_added,Debt collection is one subset of a multi-domain dataset.
CCDC-5M,Chinese,account features,https://github.com/LiuWH-AI/CCDC-5M,Not a conversation dataset,excluded,Explicitly excluded by the supplied list.
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