state listlengths 1 39 | action dict | next_obs listlengths 1 1 | state_len int64 0 0 | temperature float64 0 0 | reward float64 0 1 | done bool 2
classes | truncated bool 1
class | timestep int64 0 19 | try_step int64 0 0 | batch_id int64 0 0 | unique_data_sample_id int64 0 19 | generation_id int64 0 0 | split stringclasses 1
value | return_ float64 0.14 1 | advantage int64 -2 -2 | return_is_computed bool 1
class | advantage_is_computed bool 1
class | constant_reward_group bool 1
class | tools listlengths 7 7 | action_prob float64 0 0 | system_prompt stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
{
"content": "Here is the company information:\n\nCompany: Traveler's Fuel & Repair\nDescription: Traveler's Fuel & Repair is a rural roadside gas station and service center near Santa Fe. Catering to local commuters and highway truckers, the station provides full-serve gas, diesel, tire changes, and basic auto... | {
"content": "**Using tools effectively**\n\nI need to utilize the available tools to fulfill the user's request efficiently. The first step is to access the list of tables and review their descriptions to understand what’s available. I’ll make sure to follow the guidelines for using these tools properly. This way, I... | [
{
"content": "[\"naics_2012_2017_conversion\", \"naics_2022_2017_conversion\", \"naics_2digit_table_2022\", \"naics_table_2022\", \"sba_size_standards_by_2012_naics\", \"small_business_insurance_appetite\", \"small_business_lobs\", \"states\"]",
"role": "tool"
}
] | 0 | 0 | 0 | false | false | 0 | 0 | 0 | 8 | 0 | eval | 0.59049 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Traveler's Fuel & Repair\nDescription: Traveler's Fuel & Repair is a rural roadside gas station and service center near Santa Fe. Catering to local commuters and highway truckers, the station provides full-serve gas, diesel, tire changes, and basic auto... | {
"content": "<tool_call>\n{\"name\": \"get_table_descriptions\", \"arguments\": {}}\n</tool_call>",
"role": "assistant"
} | [
{
"content": "{\n \"naics\": \"table with 2022 6-digit NAICS codes\",\n \"naics_2digit\": \"table with 2022 2-digit NAICS codes\",\n \"naics_2022_2017\": \"table that maps 2022 NAICS codes to 2017 NAICS codes\",\n \"naics_2012_2017\": \"table that maps 2012 NAICS codes to 2017 NAICS codes\",\n \"small_busi... | 0 | 0 | 0 | false | false | 1 | 0 | 0 | 8 | 0 | eval | 0.6561 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Traveler's Fuel & Repair\nDescription: Traveler's Fuel & Repair is a rural roadside gas station and service center near Santa Fe. Catering to local commuters and highway truckers, the station provides full-serve gas, diesel, tire changes, and basic auto... | {
"content": "<tool_call>\n{\"name\": \"get_table_schema\", \"arguments\": {\"table_name\": \"small_business_insurance_appetite\"}}\n</tool_call>",
"role": "assistant"
} | [
{
"content": "[\n {\n \"cid\": 0,\n \"name\": \"naics\",\n \"type\": \"INTEGER\",\n \"notnull\": 0,\n \"default_value\": null,\n \"pk\": 0\n },\n {\n \"cid\": 1,\n \"name\": \"state\",\n \"type\": \"TEXT\",\n \"notnull\": 0,\n \"default_value\": null,\n \"pk\": 0\n },\n ... | 0 | 0 | 0 | false | false | 2 | 0 | 0 | 8 | 0 | eval | 0.729 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Traveler's Fuel & Repair\nDescription: Traveler's Fuel & Repair is a rural roadside gas station and service center near Santa Fe. Catering to local commuters and highway truckers, the station provides full-serve gas, diesel, tire changes, and basic auto... | {
"content": "<tool_call>\n{\"name\": \"get_underwriting_guidelines\", \"arguments\": {}}\n</tool_call>",
"role": "assistant"
} | [
{
"content": "***General***\nWe write policies for small businesses only. Any business that fails to qualify as a \"small business\" is out of appetite, so we will not write a policy for it.\n\n***Property LOB***\n\nFor property LOB, business classes pertaining to hospitality or leasing are only in appetite if ... | 0 | 0 | 0 | false | false | 3 | 0 | 0 | 8 | 0 | eval | 0.81 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Traveler's Fuel & Repair\nDescription: Traveler's Fuel & Repair is a rural roadside gas station and service center near Santa Fe. Catering to local commuters and highway truckers, the station provides full-serve gas, diesel, tire changes, and basic auto... | {
"content": "**Considering policy limits for WC**\n\nI'm exploring policy limits for the user’s question about typical limits for workers' compensation (WC). Most guidelines suggest a per-occurrence limit of $1 million and an aggregate limit of $2 million for small business lines of business (LOBs), but it seems tha... | [
{
"content": "[{\"naics\":457120,\"state\":\"AL\",\"lob\":\"workers compensation\",\"appetite\":\"Yes\",\"naics_2digit\":45,\"small_business\":1},{\"naics\":457120,\"state\":\"AL\",\"lob\":\"property\",\"appetite\":\"Yes\",\"naics_2digit\":45,\"small_business\":1},{\"naics\":457120,\"state\":\"AL\",\"lob\":\"ge... | 0 | 0 | 0 | false | false | 4 | 0 | 0 | 8 | 0 | eval | 0.9 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Traveler's Fuel & Repair\nDescription: Traveler's Fuel & Repair is a rural roadside gas station and service center near Santa Fe. Catering to local commuters and highway truckers, the station provides full-serve gas, diesel, tire changes, and basic auto... | {
"content": "**Evaluating small business criteria**\n\nAlright, for New Mexico, it looks like the business qualifies as a small one since the small_business column indicates 1. But it checks what defines that, so I should reference the SBA standards. Since the small_business_insurance_appetite row shows it qualifies... | [
{
"content": "# RESULT: CORRECT!",
"role": "user"
}
] | 0 | 0 | 1 | true | false | 5 | 0 | 0 | 8 | 0 | eval | 1 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Pinnacle Investment Agency\nDescription: Pinnacle Investment Agency operates in Houston and specializes in providing bespoke financial contracting services, stock quotation data streams, and exchange clearinghouse coordination for small banks and emergi... | {
"content": "**Utilizing tools for tasks**\n\nI need to follow the instructions and use the appropriate functions to accomplish the task. My first step will be to call `list_tables` to check which tables are available. After that, I’ll use `get_table_descriptions` to gather more details about those tables. It’s impo... | [
{
"content": "[\"naics_2012_2017_conversion\", \"naics_2022_2017_conversion\", \"naics_2digit_table_2022\", \"naics_table_2022\", \"sba_size_standards_by_2012_naics\", \"small_business_insurance_appetite\", \"small_business_lobs\", \"states\"]",
"role": "tool"
}
] | 0 | 0 | 0 | false | false | 0 | 0 | 0 | 9 | 0 | eval | 0.348678 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Pinnacle Investment Agency\nDescription: Pinnacle Investment Agency operates in Houston and specializes in providing bespoke financial contracting services, stock quotation data streams, and exchange clearinghouse coordination for small banks and emergi... | {
"content": "<tool_call>\n{\"name\": \"get_underwriting_guidelines\", \"arguments\": {}}\n</tool_call>",
"role": "assistant"
} | [
{
"content": "***General***\nWe write policies for small businesses only. Any business that fails to qualify as a \"small business\" is out of appetite, so we will not write a policy for it.\n\n***Property LOB***\n\nFor property LOB, business classes pertaining to hospitality or leasing are only in appetite if ... | 0 | 0 | 0 | false | false | 1 | 0 | 0 | 9 | 0 | eval | 0.38742 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Pinnacle Investment Agency\nDescription: Pinnacle Investment Agency operates in Houston and specializes in providing bespoke financial contracting services, stock quotation data streams, and exchange clearinghouse coordination for small banks and emergi... | {
"content": "**Looking into small business definition**\n\nI need to find the SBA's definition of a small business. I see there's a table for SBA size standards by 2012 NAICS. So, I'll use the get_table_schema and the data dictionary to inspect the table description. This should help me figure out what qualifies as ... | [
{
"content": "{\n \"naics\": \"table with 2022 6-digit NAICS codes\",\n \"naics_2digit\": \"table with 2022 2-digit NAICS codes\",\n \"naics_2022_2017\": \"table that maps 2022 NAICS codes to 2017 NAICS codes\",\n \"naics_2012_2017\": \"table that maps 2012 NAICS codes to 2017 NAICS codes\",\n \"small_busi... | 0 | 0 | 0 | false | false | 2 | 0 | 0 | 9 | 0 | eval | 0.430467 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Pinnacle Investment Agency\nDescription: Pinnacle Investment Agency operates in Houston and specializes in providing bespoke financial contracting services, stock quotation data streams, and exchange clearinghouse coordination for small banks and emergi... | {
"content": "**Investigating table discrepancies**\n\nIt seems the output from the tool about table descriptions doesn't match the names I got from the list of tables. Earlier, the list showed specific names, but now there’s a discrepancy. I think I might need to call get_table_data_dictionary for either \"sba_size_... | [
{
"content": "No data dictionary found for table 'sba_size_standards_by_2012_naics'. Available tables: ['naics', 'naics_2digit', 'naics_2022_2017', 'naics_2012_2017', 'small_business_definition', 'lobs', 'states', 'appetite_guide']",
"role": "tool"
}
] | 0 | 0 | 0 | false | false | 3 | 0 | 0 | 9 | 0 | eval | 0.478297 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Pinnacle Investment Agency\nDescription: Pinnacle Investment Agency operates in Houston and specializes in providing bespoke financial contracting services, stock quotation data streams, and exchange clearinghouse coordination for small banks and emergi... | {
"content": "<tool_call>\n{\"name\": \"get_table_data_dictionary\", \"arguments\": {\"table\": \"small_business_definition\"}}\n</tool_call>",
"role": "assistant"
} | [
{
"content": "{\n \"NAICS Codes\": \"6-digit 2012 NAICS code\",\n \"Size Standards in millions of dollars\": \"Maximum possible annual revenue (in millions of US dollars) for a business with that NAICS code in order for it to be considered a 'small' business.\",\n \"Size standards in number of employees\": \... | 0 | 0 | 0 | false | false | 4 | 0 | 0 | 9 | 0 | eval | 0.531441 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
[
{
"content": "Here is the company information:\n\nCompany: Pinnacle Investment Agency\nDescription: Pinnacle Investment Agency operates in Houston and specializes in providing bespoke financial contracting services, stock quotation data streams, and exchange clearinghouse coordination for small banks and emergi... | {
"content": "**Finding NAICS Mapping**\n\nI need to find the NAICS mapping for code 523999. It looks like it relates to the 2017/2022 schema. I'm considering which table to use based on the instructions. The provided list includes \"naics_table_2022,\" among others, but there seems to be a mismatch with different na... | [
{
"content": "[\"naics_2012_2017_conversion\", \"naics_2022_2017_conversion\", \"naics_2digit_table_2022\", \"naics_table_2022\", \"sba_size_standards_by_2012_naics\", \"small_business_insurance_appetite\", \"small_business_lobs\", \"states\"]",
"role": "tool"
}
] | 0 | 0 | 0 | false | false | 5 | 0 | 0 | 9 | 0 | eval | 0.59049 | -2 | true | false | false | [
{
"description": "Get the underwriting guidelines for All National Insurance. Returns the complete set of rules for appetite determination, policy limits, deductibles, and special conditions.",
"name": "get_underwriting_guidelines",
"parameters": {
"properties": {
"query": null,
"t... | 0 | You are an assistant helping a P&C underwriter at All National Insurance, a fictional small-business insurance company. Your job is to use the provided tools to look up underwriting guidelines, query database tables, and answer the underwriter's question accurately.
Key concepts:
- LOB (Line of Business): A type of in... |
End of preview. Expand in Data Studio
Act-PRM Rollout Dataset
Run Metadata
- env_config:
insurance/default_gpt5m - model_config:
oai_gpt5m_med - model:
gpt-5-mini - split:
eval - group_size:
1 - seed:
0 - num_samples:
20 - num_trajectories:
20 - accuracy:
100.0% - mean_reward:
1.000 - run_cmd:
main_api.py --env_config insurance/default_gpt5m --model_config oai_gpt5m_med --split eval --group_size 1 --max_concurrent 2 --dataset_name mzio/aprm-smoke-test-delete-me --seed 0 --verbose --max_concurrent 10
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