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01snorkelai /Multi-Turn-Insurance-Underwriting Dataset Card for Multi-Turn-Insurance-Underwriting Dataset Summary This dataset includes sample traces and associated metadata from multi-turn interactions between a commercial underwriter and AI assistant. We built the system in langgraph with model context protocol and ReAct agents. In each sample, the underwriter has a specific task to solve related to a recent application for insurance by a small business. We created a diverse sample dataset covering 6 distinct types… See the full description on the dataset page: https://huggingface.co/datasets/snorkelai/Multi-Turn-Insurance-Underwriting.tabularquestion-answeringn<1K37 likes512 downloads1y agoHugging Face02snorkelai /Multi-Turn-Insurance-Underwriting-Code-Gen Dataset Card for Multi-Turn-Insurance-Underwriting-Code-Gen This dataset is a variant of the Multi-Turn-Insurance-Underwriting dataset, in which models do not get access to any tools except a code interpreter and a pointer to the relevant file system. This helps us analyze how well models explore their environments. Environment Creation This diagram shows the architecture of how we create the dataset, with assistant responses interleaved with questions, ending with a… See the full description on the dataset page: https://huggingface.co/datasets/snorkelai/Multi-Turn-Insurance-Underwriting-Code-Gen.tabular1K<n<10K4 likes98 downloads11mo agoHugging Face03metaphilabs /credit-underwriting-preview Credit Underwriting Benchmark A 1387-task RL environment for financial document understanding. Agents are provided with business documents (bank statements), and asked to assess the risk associated by using a context-rich classification taxonomy for each transaction . The agent's output is programmatically graded against the ground truth labelled by domain epxerts with over 10+ years of experience in the risk assessment field. Scale 1387 qualifying cases (Businesses… See the full description on the dataset page: https://huggingface.co/datasets/metaphilabs/credit-underwriting-preview.textn<1K1 likes92 downloads6mo agoHugging Face04JETech /underwriting-dataset-blocks Dataset Card for underwriting-dataset-blocks This dataset has been created with distilabel. Dataset Summary This dataset contains a pipeline.yaml which can be used to reproduce the pipeline that generated it in distilabel using the distilabel CLI: distilabel pipeline run --config "https://huggingface.co/datasets/JETech/underwriting-dataset-blocks/raw/main/pipeline.yaml" or explore the configuration: distilabel pipeline info --config… See the full description on the dataset page: https://huggingface.co/datasets/JETech/underwriting-dataset-blocks.tabular10K<n<100K0 likes39 downloads2y agoHugging Face05ClarusC64 /insurance-underwriting-loss-coherence-risk-v0.1What this repo is for Detect misalignment between underwriting assumptions and real losses. Focus pricing vs exposure risk score vs claim trend early signals before loss spikes Why it matters Insurers often discover pricing mistakes too late. This dataset tests whether systems can detect coherence loss early. texttext-classificationn<1K0 likes18 downloads7mo agoHugging Face06gcc-insurance-intelligence-lab-prod /gcc-insurance-underwriting-risktabular1K<n<10K0 likes18 downloads7mo agoHugging Face07dennis-panos /Multi-Turn-Insurance-Underwriting Dataset Card for Multi-Turn-Insurance-Underwriting Dataset Summary This dataset includes sample traces and associated metadata from multi-turn interactions between a commercial underwriter and AI assistant. We built the system in langgraph with model context protocol and ReAct agents. In each sample, the underwriter has a specific task to solve related to a recent application for insurance by a small business. We created a diverse sample dataset covering 6 distinct types… See the full description on the dataset page: https://huggingface.co/datasets/dennis-panos/Multi-Turn-Insurance-Underwriting.tabularquestion-answeringn<1K0 likes18 downloads5mo agoHugging Face08AliDjl /Multi-Turn-Insurance-Underwriting Dataset Card for Multi-Turn-Insurance-Underwriting Dataset Summary This dataset includes sample traces and associated metadata from multi-turn interactions between a commercial underwriter and AI assistant. We built the system in langgraph with model context protocol and ReAct agents. In each sample, the underwriter has a specific task to solve related to a recent application for insurance by a small business. We created a diverse sample dataset covering 6 distinct types… See the full description on the dataset page: https://huggingface.co/datasets/AliDjl/Multi-Turn-Insurance-Underwriting.tabularquestion-answeringn<1K0 likes15 downloads4mo agoHugging Face09mzio /aprm-snorkelai_multi_turn_insurance_underwritingtabular1K<n<10K0 likes11 downloads8mo agoHugging Face10gcc-insurance-intelligence-lab-staging /gcc-insurance-underwriting-risktabular1K<n<10K0 likes10 downloads7mo agoHugging Face11ClarusC64 /banking-loan-underwriting-default-coherence-risk-v0.1What this repo is for Detect when underwriting assumptions stop matching default reality. Focus borrower risk grade vs leverage and coverage pricing vs risk early delinquency as first coherence break Why it matters Banks learn too late when risk grading drifts. This dataset forces early detection. texttext-classificationn<1K0 likes9 downloads7mo agoHugging Face12gcc-insurance-intelligence-lab-dev /gcc-insurance-underwriting-risktabular1K<n<10K0 likes8 downloads7mo agoHugging Face13gcc-insurance-ml-models /underwriting-decision-training Underwriting Decision Training Training dataset for underwriting decision models. Contains risk assessments and approval decisions. Dataset Details Records: 10,000 Features: 19 Organization: GCC Insurance ML Models Hub Features Column Type Description application_id object Feature for ML training policy_type object Feature for ML training applicant_age int32 Feature for ML training credit_score int32 Feature for ML training annual_income… See the full description on the dataset page: https://huggingface.co/datasets/gcc-insurance-ml-models/underwriting-decision-training.tabulartabular-classification10K<n<100K0 likes8 downloads7mo agoHugging Face14metaphilabs /credit-underwriting-commercialgated Credit Underwriting Benchmark (PII-Scrubbed) Bank statement PDF extraction and transaction categorization benchmark. All PDFs are PII-redacted — account details, personal identifiers removed. 504 cases: 1-7+ PDFs per case, ~3,077,200 total transactions Ground truth: extraction (structured JSON) + categorization (transaction labels) Primary metric: Extraction F1 (transaction matching by date+amount) Source: Migrated from production credit underwriting platform textn<1K0 likes6 downloads6mo agoHugging Face15OMG091213 /gcc-insurance-underwriting-risktabular1K<n<10K0 likes6 downloads6mo agoHugging Face

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