conversation_id string | conversation_seed dict | narratives string | user_profile dict | conversation_plan string | user_questions list | chat list | probing_questions string |
|---|---|---|---|---|---|---|---|
compact_0001 | {
"category": "Coding",
"id": 1,
"subtopics": [
"Setting up Flask project structure",
"Designing HTML/CSS UI",
"Connecting SQLite database",
"User authentication basics",
"CRUD operations for transactions",
"Basic charts with Chart.js",
"Deploying on free hosting services",
"Improv... | 1. LABEL CATEGORY: Project Planning & Coordination
LABEL DESCRIPTION: Roles, venue logistics, budget, scheduling, and accommodations.
2. LABEL CATEGORY: Long-Term Memory
LABEL DESCRIPTION: Updates, preferences, instructions, contradictions, and temporal facts. | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explore Building a Personal Budget Tracker Web App in Python and Flask across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their responsibilities are recorded in the chat."
} | BATCH 1 PLAN
- Session ID: s01
- Time Anchor: 2025-03-03T09:00:00Z
- Messages: 6
- Opening topic: Hi! I'm Marcus, working from my home setup in Portland. I'm starting an open-source personal budget tracker web app using Python and Flask. My colleague Elena is handling frontend design, and my friend Sarah will do QA tes... | [
{
"messages": [
[
"Hi! I'm Marcus, working from my home setup in Portland. I'm starting an open-source personal budget tracker web app using Python and Flask. My colleague Elena is handling frontend design, and my friend Sarah will do QA testing. As a standing rule for our chats: whenever you prov... | [
[
{
"content": "Hi! I'm Marcus, working from my home setup in Portland. I'm starting an open-source personal budget tracker web app using Python and Flask. My colleague Elena is handling frontend design, and my friend Sarah will do QA testing. As a standing rule for our chats: whenever you provide SQL sni... | {'abstention': [{'question_id': 'compact_0001_q01', 'question': "What is Marcus's monthly salary or exact personal income in the budget tracker project?", 'ideal_response': "The conversation does not provide Marcus's monthly salary or personal income.", 'difficulty': 'easy', 'abstention_type': 'missing_detail', 'why_un... |
compact_0002 | {
"category": "Coding",
"id": 2,
"subtopics": [
"Working with APIs in JavaScript",
"Handling asynchronous fetch calls",
"Rendering results dynamically in HTML",
"Displaying temperature, humidity, and conditions",
"Adding city autocomplete",
"Basic responsive design",
"Error handling fo... | 1. LABEL CATEGORY: Project Planning & Coordination
LABEL DESCRIPTION: Roles, venue logistics, budget, scheduling, and accommodations.
2. LABEL CATEGORY: Long-Term Memory
LABEL DESCRIPTION: Updates, preferences, instructions, contradictions, and temporal facts. | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explore Developing a Weather Forecast App in JavaScript with OpenWeather API across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their responsibilities are recorded in the chat."... | BATCH 1 PLAN
- Session ID: session_1
- Time Anchor: 2025-03-03T09:15:00Z
- Messages: 6
- Opening topic: Hi! I'm Maya, lead frontend engineer at CloudPulse in Seattle. We are planning a vanilla JavaScript weather forecast web app using the OpenWeather API. Our teammate Leo will handle deployment to GitHub Pages. Standin... | [
{
"messages": [
[
"Hi! I'm Maya, lead frontend engineer at CloudPulse in Seattle. We are planning a vanilla JavaScript weather forecast web app using the OpenWeather API. Our teammate Leo will handle deployment to GitHub Pages. Standing instruction: always use metric units (Celsius, meters/second)... | [
[
{
"content": "Hi! I'm Maya, lead frontend engineer at CloudPulse in Seattle. We are planning a vanilla JavaScript weather forecast web app using the OpenWeather API. Our teammate Leo will handle deployment to GitHub Pages. Standing instruction: always use metric units (Celsius, meters/second) in all cod... | {'abstention': [{'question_id': 'compact_0002_q01', 'question': 'What is the exact URL of the public GitHub Pages site where the weather app was deployed?', 'ideal_response': 'The conversation does not provide the exact URL of the public GitHub Pages site.', 'difficulty': 'medium', 'abstention_type': 'missing_detail', ... |
compact_0003 | {
"category": "Coding",
"id": 3,
"subtopics": [
"Structuring HTML pages",
"Applying Bootstrap components",
"Responsive layout design",
"Adding project gallery",
"Integrating contact forms",
"SEO basics for personal websites",
"Optimizing images",
"Deploying to Netlify or GitHub Pag... | 1. LABEL CATEGORY: Project Planning & Coordination
LABEL DESCRIPTION: Roles, venue logistics, budget, scheduling, and accommodations.
2. LABEL CATEGORY: Long-Term Memory
LABEL DESCRIPTION: Updates, preferences, instructions, contradictions, and temporal facts. | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explore Building a Portfolio Website with HTML, CSS, and Bootstrap across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their responsibilities are recorded in the chat."
} | BATCH 1 PLAN
- Session ID: s01
- Time Anchor: 2024-09-28T09:15:00Z
- Messages: 6
- Opening topic: Hi! I am Clara Morgan, a data visualization designer. I need to build a clean portfolio website using semantic HTML5, custom CSS, and Bootstrap 5.3. My front-end colleague Marcus Vance will be reviewing my code. Before we ... | [
{
"messages": [
[
"Hi! I am Clara Morgan, a data visualization designer. I need to build a clean portfolio website using semantic HTML5, custom CSS, and Bootstrap 5.3. My front-end colleague Marcus Vance will be reviewing my code. Before we begin, please note a standing instruction: whenever you s... | [
[
{
"content": "Hi! I am Clara Morgan, a data visualization designer. I need to build a clean portfolio website using semantic HTML5, custom CSS, and Bootstrap 5.3. My front-end colleague Marcus Vance will be reviewing my code. Before we begin, please note a standing instruction: whenever you share code s... | {'abstention': [{'question_id': 'compact_0003_q01', 'question': 'Which third-party domain registrar did Clara purchase her custom domain through for the portfolio?', 'ideal_response': 'The conversation does not provide information about which domain registrar Clara used, or whether a custom domain registrar was involve... |
compact_0004 | {
"category": "Coding",
"id": 4,
"subtopics": [
"Designing HTML/CSS UI",
"Connecting SQLite database",
"User authentication basics",
"CRUD operations for transactions",
"Basic charts with Chart.js",
"Deploying on free hosting services",
"Improving UI/UX for beginners",
"Setting up ... | 1. LABEL CATEGORY: Project Planning & Coordination
LABEL DESCRIPTION: Roles, venue logistics, budget, scheduling, and accommodations.
2. LABEL CATEGORY: Long-Term Memory
LABEL DESCRIPTION: Updates, preferences, instructions, contradictions, and temporal facts. | {
"user_info": "USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explore Building a Personal Budget Tracker Web App in Python and Flask across multiple sessions.",
"user_relationships": "RELATIONSHIPS:\n- Named collaborators and their responsibilities are recorded in the chat."
} | BATCH 1 PLAN
- Session ID: s01
- Time Anchor: 2024-03-04T09:15:00Z
- Messages: 6
- Opening topic: Hi! I want to build a lightweight personal budget tracking web app called LedgerLite. I'm working with my roommate Jordan, who will handle testing and UX feedback, while I handle backend Python development. We are targetin... | [
{
"messages": [
[
"Hi! I want to build a lightweight personal budget tracking web app called LedgerLite. I'm working with my roommate Jordan, who will handle testing and UX feedback, while I handle backend Python development. We are targeting Python 3.11 with Flask on Ubuntu 22.04. Also, please ke... | [
[
{
"content": "Hi! I want to build a lightweight personal budget tracking web app called LedgerLite. I'm working with my roommate Jordan, who will handle testing and UX feedback, while I handle backend Python development. We are targeting Python 3.11 with Flask on Ubuntu 22.04. Also, please keep this sta... | {'abstention': [{'question_id': 'compact_0004_q01', 'question': 'What port number on the local Ubuntu machine did Jordan and the user bind Flask to during local development?', 'ideal_response': 'The conversation does not state the local port number used during development.', 'difficulty': 'easy', 'abstention_type': 'mi... |
compact_0005 | {"category":"Coding","id":5,"subtopics":["Handling asynchronous fetch calls","Rendering results dyna(...TRUNCATED) | "1. LABEL CATEGORY: Project Planning & Coordination\n LABEL DESCRIPTION: Roles, venue logistics, b(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explo(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: s01\n- Time Anchor: 2024-10-14T09:15:00Z\n- Messages: 6\n- Opening topi(...TRUNCATED) | [{"messages":[["Hi! I'm Maya, a junior frontend developer at Altura Studio in Portland. My tech lead(...TRUNCATED) | [[{"content":"Hi! I'm Maya, a junior frontend developer at Altura Studio in Portland. My tech lead, (...TRUNCATED) | "{'abstention': [{'question_id': 'compact_0005_q01', 'question': 'What is the exact secret OpenWeath(...TRUNCATED) |
compact_0006 | {"category":"Math","id":6,"subtopics":["Classifying triangles by angles and sides","Pythagoras’ th(...TRUNCATED) | "1. LABEL CATEGORY: Project Planning & Coordination\n LABEL DESCRIPTION: Roles, venue logistics, b(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explo(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: session_01\n- Time Anchor: 2024-03-04T09:00:00Z\n- Messages: 6\n- Openi(...TRUNCATED) | [{"messages":[["Hello! I am Dr. Elena Vance from the Maplewood STEM Academy. We are developing an 8-(...TRUNCATED) | [[{"content":"Hello! I am Dr. Elena Vance from the Maplewood STEM Academy. We are developing an 8-we(...TRUNCATED) | "{'abstention': [{'question_id': 'compact_0006_q01', 'question': 'What is the specific brand or manu(...TRUNCATED) |
compact_0007 | {"category":"Math","id":7,"subtopics":["Probability as a ratio","Independent and dependent events","(...TRUNCATED) | "1. LABEL CATEGORY: Project Planning & Coordination\n LABEL DESCRIPTION: Roles, venue logistics, b(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explo(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: session_01\n- Time Anchor: 2024-10-07T09:00:00Z\n- Messages: 6\n- Openi(...TRUNCATED) | [{"messages":[["Hi Sean! I am kicking off a four-week probability workshop series for the data appre(...TRUNCATED) | [[{"content":"Hi Sean! I am kicking off a four-week probability workshop series for the data apprent(...TRUNCATED) | "{'abstention': [{'question_id': 'compact_0007_q01', 'question': 'Has Dr. Marcus Vance submitted his(...TRUNCATED) |
compact_0008 | {"category":"Math","id":8,"subtopics":["Pythagoras’ theorem applications","Properties of equilater(...TRUNCATED) | "1. LABEL CATEGORY: Project Planning & Coordination\n LABEL DESCRIPTION: Roles, venue logistics, b(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explo(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: s01\n- Time Anchor: 2024-03-04T09:15:00Z\n- Messages: 6\n- Opening topi(...TRUNCATED) | [{"messages":[["Hi Liam! I am starting my design fellowship at the Portland Studio today. As we disc(...TRUNCATED) | [[{"content":"Hi Liam! I am starting my design fellowship at the Portland Studio today. As we discus(...TRUNCATED) | "{'abstention': [{'question_id': 'compact_0008_q01', 'question': 'What is the thickness of the acryl(...TRUNCATED) |
compact_0009 | {"category":"Math","id":9,"subtopics":["Independent and dependent events","Mutually exclusive events(...TRUNCATED) | "1. LABEL CATEGORY: Project Planning & Coordination\n LABEL DESCRIPTION: Roles, venue logistics, b(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explo(...TRUNCATED) | "BATCH 1 PLAN\n- Session ID: sess_01\n- Time Anchor: 2024-10-02T09:15:00Z\n- Messages: 6\n- Opening (...TRUNCATED) | [{"messages":[["Hi! I'm Maya Vance, the math club advisor at Oakridge STEM Academy. My co-instructor(...TRUNCATED) | [[{"content":"Hi! I'm Maya Vance, the math club advisor at Oakridge STEM Academy. My co-instructor J(...TRUNCATED) | "{'abstention': [{'question_id': 'compact_0009_q01', 'question': 'What brand or manufacturer of six-(...TRUNCATED) |
compact_0010 | {"category":"Math","id":10,"subtopics":["Properties of equilateral, isosceles, and scalene triangles(...TRUNCATED) | "1. LABEL CATEGORY: Project Planning & Coordination\n LABEL DESCRIPTION: Roles, venue logistics, b(...TRUNCATED) | {"user_info":"USER PROFILE:\n- Role: Participant in an ongoing synthetic conversation\n- Goal: Explo(...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 Elena, I am kickstarting the design review for the Apex Pavilion canopy in Studio(...TRUNCATED) | [[{"content":"Hi Elena, I am kickstarting the design review for the Apex Pavilion canopy in Studio B(...TRUNCATED) | "{'abstention': [{'question_id': 'compact_0010_q01', 'question': 'What is the wall thickness or gaug(...TRUNCATED) |
End of preview. Expand in Data Studio
BEAM Compact Gemini Scaling Sample
This is a wholly synthetic, machine-generated scaling sample inspired by the
schema of Mohammadta/BEAM. It is not an official BEAM release and has not
received BEAM's human validation.
Contents
- Conversations: 50
- Probing questions: 1000
- Questions per conversation: 20
- Model:
gemini-3.8-flash
Each dataset row contains the eight published BEAM columns:
conversation_id, conversation_seed, narratives, user_profile,
conversation_plan, user_questions, chat, and probing_questions.
The probing_questions value is a string-serialized dictionary with two
questions for each of ten memory abilities.
Observed Gemini token usage
Usage comes directly from Gemini GenerateContentResponse.usageMetadata.
Totals include all 64 API attempts required to produce
the 50 validated conversations, including
14 rejected attempts. Per-conversation averages are
therefore amortized generation costs including retries.
| Measure | Total | Average per conversation |
|---|---|---|
| Input tokens | 46,710 | 934.20 |
| Candidate output tokens | 571,126 | 11,422.52 |
| Thinking tokens | 48,822 | 976.44 |
| Total tokens | 666,658 | 13,333.16 |
See metadata/gemini_usage_summary.json for linear scaling projections and
metadata/gemini_usage_by_conversation.jsonl for per-conversation counts.
Limitations
These are compact conversations rather than 100K/500K/1M-token BEAM samples.
All probes have machine_generated_smoke_test validation status and should be
human-reviewed before use as a benchmark.
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