conversation_id stringlengths 14 14 | conversation_seed dict | narratives stringlengths 387 585 | user_profile dict | conversation_plan stringlengths 1.27k 3.87k | user_questions listlengths 5 7 | chat listlengths 5 7 | probing_questions stringlengths 15k 26.8k |
|---|---|---|---|---|---|---|---|
beam50k_000001 | {
"category": "Software Development",
"id": 1,
"subtopics": [
"Beginner-friendly explanations",
"Progressive milestone planning",
"requirements and acceptance criteria",
"architecture and component boundaries",
"implementation sequencing",
"version control workflow",
"testing strategy"... | 1. LABEL CATEGORY: Software Development
LABEL DESCRIPTION: Design and deliver a maintainable web app for tracking income, expenses, and goals. Start from first principles, establish a baseline, and build confidence through small milestones.
2. LABEL CATEGORY: Long-Term Conversational Memory
LABEL DESCRIPTION: Up... | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Software Development\n- Goal: Work through Building a Personal Budgeting Web Application — Beginner Roadmap across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their responsibi... | BATCH 1 PLAN
- Session ID: s01
- Time Anchor: 2024-03-04T09:00:00Z
- Messages: 6
- Opening topic: Hi Taylor, I'm Jordan. I want to build a personal budgeting web application from scratch to track my income, expenses, and savings goals. I'm a beginner programmer working on macOS, and I have a strict monthly hosting and ... | [
{
"messages": [
[
"Hi Taylor, I'm Jordan. I want to build a personal budgeting web application from scratch to track my income, expenses, and savings goals. I'm a beginner programmer working on macOS, and I have a strict monthly hosting and infrastructure budget limit of $15. Please always include... | [
[
{
"content": "Hi Taylor, I'm Jordan. I want to build a personal budgeting web application from scratch to track my income, expenses, and savings goals. I'm a beginner programmer working on macOS, and I have a strict monthly hosting and infrastructure budget limit of $15. Please always include a short 'C... | {'abstention': [{'question_id': 'beam50k_000001_q01', 'question': 'What is the exact name of the Git branch Jordan used when implementing Milestone 2?', 'ideal_response': 'The conversation does not state the exact name of the Git branch Jordan used for Milestone 2 (only that Taylor recommended `feature/milestone-2-inco... |
beam50k_000002 | {
"category": "Software Development",
"id": 2,
"subtopics": [
"Requirement change tracking",
"Updating earlier decisions",
"architecture and component boundaries",
"implementation sequencing",
"version control workflow",
"testing strategy",
"debugging evidence",
"data modeling"
]... | 1. LABEL CATEGORY: Software Development
LABEL DESCRIPTION: Design and deliver a maintainable web app for tracking income, expenses, and goals. Revisit the work over several sessions as requirements, constraints, and priorities change.
2. LABEL CATEGORY: Long-Term Conversational Memory
LABEL DESCRIPTION: Updates,... | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Software Development\n- Goal: Work through Building a Personal Budgeting Web Application — Evolving Requirements across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their respo... | BATCH 1 PLAN
- Session ID: session_1
- Time Anchor: 2024-03-04T09:00:00Z
- Messages: 6
- Opening topic: Hi Elena! I want to kick off the engineering work for 'PennyWise', our new personal budgeting web app for tracking income, expenses, and savings goals. I'm Marcus, the product lead. You will be our lead full-stack ar... | [
{
"messages": [
[
"Hi Elena! I want to kick off the engineering work for 'PennyWise', our new personal budgeting web app for tracking income, expenses, and savings goals. I'm Marcus, the product lead. You will be our lead full-stack architect. Please remember a standing rule for all architectural ... | [
[
{
"content": "Hi Elena! I want to kick off the engineering work for 'PennyWise', our new personal budgeting web app for tracking income, expenses, and savings goals. I'm Marcus, the product lead. You will be our lead full-stack architect. Please remember a standing rule for all architectural and design ... | {'abstention': [{'question_id': 'beam50k_000002_q01', 'question': 'What specific salary or hourly compensation rate was agreed upon for Dev Patel?', 'ideal_response': "The conversation does not provide Dev Patel's salary or hourly compensation rate.", 'difficulty': 'medium', 'abstention_type': 'missing_detail', 'why_un... |
beam50k_000003 | {
"category": "Software Development",
"id": 3,
"subtopics": [
"Root-cause investigation",
"Contradiction resolution",
"implementation sequencing",
"version control workflow",
"testing strategy",
"debugging evidence",
"data modeling",
"API contracts"
],
"theme": "Design and deli... | 1. LABEL CATEGORY: Software Development
LABEL DESCRIPTION: Design and deliver a maintainable web app for tracking income, expenses, and goals. Diagnose setbacks, compare conflicting observations, and document the final resolution.
2. LABEL CATEGORY: Long-Term Conversational Memory
LABEL DESCRIPTION: Updates, pre... | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Software Development\n- Goal: Work through Building a Personal Budgeting Web Application — Troubleshooting and Correction across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and th... | BATCH 1 PLAN
- Session ID: sess_01
- Time Anchor: 2024-03-04T09:15:00Z
- Messages: 6
- Opening topic: Hi Dave, let's start the project for our new personal budgeting web app, LedgerCraft. I'm Marcus, the lead engineer. Maya will be handling frontend UI and state management, while Jonah will oversee database design and ... | [
{
"messages": [
[
"Hi Dave, let's start the project for our new personal budgeting web app, LedgerCraft. I'm Marcus, the lead engineer. Maya will be handling frontend UI and state management, while Jonah will oversee database design and PostgreSQL deployments. We will host the backend on an AWS EC... | [
[
{
"content": "Hi Dave, let's start the project for our new personal budgeting web app, LedgerCraft. I'm Marcus, the lead engineer. Maya will be handling frontend UI and state management, while Jonah will oversee database design and PostgreSQL deployments. We will host the backend on an AWS ECS cluster i... | {'abstention': [{'question_id': 'beam50k_000003_q01', 'question': 'What specific JavaScript/TypeScript library or ORM was used in `GoalService.ts` for managing database connections?', 'ideal_response': 'The conversation does not state which library or ORM (such as Prisma, TypeORM, or Knex) was used in `GoalService.ts`.... |
beam50k_000004 | {
"category": "Software Development",
"id": 4,
"subtopics": [
"Alternative comparison",
"Preference-aware recommendations",
"version control workflow",
"testing strategy",
"debugging evidence",
"data modeling",
"API contracts",
"performance measurement"
],
"theme": "Design and ... | 1. LABEL CATEGORY: Software Development
LABEL DESCRIPTION: Design and deliver a maintainable web app for tracking income, expenses, and goals. Compare multiple approaches while retaining the user's stated preferences and decision criteria.
2. LABEL CATEGORY: Long-Term Conversational Memory
LABEL DESCRIPTION: Upd... | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Software Development\n- Goal: Work through Building a Personal Budgeting Web Application — Options and Trade-offs across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their resp... | BATCH 1 PLAN
- Session ID: s01
- Time Anchor: 2025-03-03T09:00:00Z
- Messages: 6
- Opening topic: Hi Elena! I am kicking off a project to build 'SpendWise', a personal budgeting web app for tracking income, recurring expenses, and savings goals. I have brought on Marcus as our lead backend developer. Standing instructi... | [
{
"messages": [
[
"Hi Elena! I am kicking off a project to build 'SpendWise', a personal budgeting web app for tracking income, recurring expenses, and savings goals. I have brought on Marcus as our lead backend developer. Standing instruction for this project: please always structure any API endp... | [
[
{
"content": "Hi Elena! I am kicking off a project to build 'SpendWise', a personal budgeting web app for tracking income, recurring expenses, and savings goals. I have brought on Marcus as our lead backend developer. Standing instruction for this project: please always structure any API endpoint recomm... | {'abstention': [{'question_id': 'beam50k_000004_q01', 'question': 'What primary hex color code was selected for the SpendWise dashboard theme?', 'ideal_response': 'The conversation does not provide a primary hex color code or UI color theme.', 'difficulty': 'easy', 'abstention_type': 'missing_detail', 'why_unanswerable... |
beam50k_000005 | {
"category": "Software Development",
"id": 5,
"subtopics": [
"Resource allocation",
"Budget update handling",
"testing strategy",
"debugging evidence",
"data modeling",
"API contracts",
"performance measurement",
"security fundamentals"
],
"theme": "Design and deliver a mainta... | 1. LABEL CATEGORY: Software Development
LABEL DESCRIPTION: Design and deliver a maintainable web app for tracking income, expenses, and goals. Plan under explicit cost, time, staffing, equipment, or compute constraints that later evolve.
2. LABEL CATEGORY: Long-Term Conversational Memory
LABEL DESCRIPTION: Updat... | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Software Development\n- Goal: Work through Building a Personal Budgeting Web Application — Budget and Resource Limits across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their ... | BATCH 1 PLAN
- Session ID: s01
- Time Anchor: 2025-03-03T09:00:00Z
- Messages: 5
- Opening topic: Hi Elena. Let's kick off our project: 'LedgerNest', a personal budgeting web application for income, expense categorization, and savings targets. We'll be hosting this on AWS Oregon (us-west-2). Please note our standing in... | [
{
"messages": [
[
"Hi Elena. Let's kick off our project: 'LedgerNest', a personal budgeting web application for income, expense categorization, and savings targets. We'll be hosting this on AWS Oregon (us-west-2). Please note our standing instruction for all future technical proposals and status r... | [
[
{
"content": "Hi Elena. Let's kick off our project: 'LedgerNest', a personal budgeting web application for income, expense categorization, and savings targets. We'll be hosting this on AWS Oregon (us-west-2). Please note our standing instruction for all future technical proposals and status reports: alw... | {'abstention': [{'question_id': 'beam50k_000005_q01', 'question': 'What is the exact hourly billing rate paid to Priya for her frontend engineering work?', 'ideal_response': "The conversation does not provide Priya's hourly billing rate or compensation details.", 'difficulty': 'medium', 'abstention_type': 'missing_deta... |
beam50k_000006 | {"category":"Software Development","id":6,"subtopics":["Accessibility requirements","Inclusive alter(...TRUNCATED) | "1. LABEL CATEGORY: Software Development\n LABEL DESCRIPTION: Design and deliver a maintainable we(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Sof(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: sess_01\n- Time Anchor: 2025-02-03T09:00:00Z\n- Messages: 6\n- Opening (...TRUNCATED) | [{"messages":[["Hi Jordan. I'm kicking off project 'EquiBudget', a personal budgeting web applicatio(...TRUNCATED) | [[{"content":"Hi Jordan. I'm kicking off project 'EquiBudget', a personal budgeting web application (...TRUNCATED) | "{'abstention': [{'question_id': 'beam50k_000006_q01', 'question': 'What specific JavaScript web fra(...TRUNCATED) |
beam50k_000007 | {"category":"Software Development","id":7,"subtopics":["Risk and privacy review","Safety and reliabi(...TRUNCATED) | "1. LABEL CATEGORY: Software Development\n LABEL DESCRIPTION: Design and deliver a maintainable we(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Sof(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: s01\n- Time Anchor: 2024-03-04T09:00:00Z\n- Messages: 5\n- Opening topi(...TRUNCATED) | [{"messages":[["Hi Elena! I am kicking off project 'VaultTrack', a personal budgeting web app for tr(...TRUNCATED) | [[{"content":"Hi Elena! I am kicking off project 'VaultTrack', a personal budgeting web app for trac(...TRUNCATED) | "{'abstention': [{'question_id': 'beam50k_000007_q01', 'question': 'What specific AWS instance type (...TRUNCATED) |
beam50k_000008 | {"category":"Software Development","id":8,"subtopics":["Role and responsibility tracking","Documenta(...TRUNCATED) | "1. LABEL CATEGORY: Software Development\n LABEL DESCRIPTION: Design and deliver a maintainable we(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Sof(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: session_01\n- Time Anchor: 2025-02-03T09:00:00Z\n- Messages: 6\n- Openi(...TRUNCATED) | [{"messages":[["Hi Jordan, I want to kick off the development of our personal budgeting web app, 'Pe(...TRUNCATED) | [[{"content":"Hi Jordan, I want to kick off the development of our personal budgeting web app, 'Penn(...TRUNCATED) | "{'abstention': [{'question_id': 'beam50k_000008_q01', 'question': 'What is the exact URL or link to(...TRUNCATED) |
beam50k_000009 | {"category":"Software Development","id":9,"subtopics":["Success metric selection","Feedback-driven i(...TRUNCATED) | "1. LABEL CATEGORY: Software Development\n LABEL DESCRIPTION: Design and deliver a maintainable we(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Sof(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: s01\n- Time Anchor: 2024-03-04T09:00:00Z\n- Messages: 6\n- Opening topi(...TRUNCATED) | [{"messages":[["Hi Ellis, I'm kicking off project LedgerCraft: a web app for tracking personal incom(...TRUNCATED) | [[{"content":"Hi Ellis, I'm kicking off project LedgerCraft: a web app for tracking personal income,(...TRUNCATED) | "{'abstention': [{'question_id': 'beam50k_000009_q01', 'question': 'What specific calendar date was (...TRUNCATED) |
beam50k_000010 | {"category":"Software Development","id":10,"subtopics":["Timeline and dependency management","Contin(...TRUNCATED) | "1. LABEL CATEGORY: Software Development\n LABEL DESCRIPTION: Design and deliver a maintainable we(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Domain: Sof(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: s01\n- Time Anchor: 2025-03-03T09:00:00Z\n- Messages: 6\n- Opening topi(...TRUNCATED) | [{"messages":[["Hi Taylor, let's kick off our project to build 'SpendWise', a personal budgeting web(...TRUNCATED) | [[{"content":"Hi Taylor, let's kick off our project to build 'SpendWise', a personal budgeting web a(...TRUNCATED) | "{'abstention': [{'question_id': 'beam50k_000010_q01', 'question': 'What frontend framework (such as(...TRUNCATED) |
End of preview. Expand in Data Studio
BEAM 50K Synthetic Compact Dataset
This is a wholly synthetic, machine-generated dataset inspired by the column
schema of Mohammadta/BEAM. It is not an official BEAM release and has not
received BEAM's human validation.
Contents
- HF conversation records: 2,500
- Probing questions nested in those records: 50,000
- Probing questions per conversation: 20
- Data shards: 25
- Generation route: OpenRouter
- Requested model:
google/gemini-3.8-flash
Each row contains the eight published BEAM columns: conversation_id,
conversation_seed, narratives, user_profile, conversation_plan,
user_questions, chat, and probing_questions. probing_questions is a
string-serialized dictionary containing two questions for each of ten memory
abilities.
Generation usage
Usage is taken directly from OpenRouter response metadata. Totals include all paid attempts, including responses rejected by local validation.
| Measure | Total | Amortized per completed conversation |
|---|---|---|
| Input tokens | 2,318,089 | 927.24 |
| Completion tokens (including reasoning) | 21,798,826 | 8,719.53 |
| Reasoning tokens | 11,483 | 4.59 |
| Total tokens | 24,116,915 | 9,646.77 |
| OpenRouter-reported cost | $83.484164 | $0.033394 |
See metadata/openrouter_usage_summary.json and
metadata/openrouter_usage_by_conversation.jsonl for details.
Limitations
These are compact synthetic conversations, not BEAM's long-context samples. All probes are machine-generated and should be human-reviewed before being used for high-stakes evaluation. Health, legal, finance, privacy, and security topics are framed as educational, organizational, or defensive assistance.
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