Back to corpus
experimentexperiment writeup candidatescore 18

4. Experimental Setup and Validation

- **Total Conversations**: 277 individual conversation threads - **Total Messages**: 60,534 messages across all conversations - **Message Types**: User and assistant message pairs - **Conversation Length**: Variable length from 5 to 500+ messages per conversation - **Time Span**: Conversations spanning multiple months of interaction - **Topics**: Diverse range including technical discussions, problem-solving, creative tasks

Open full HTMLDownload HTMLCorpus JSONPaper schema

Full HTML reader

Read the full artifact

Open in new tab

Extracted abstract or opening context

Our experimental validation utilizes a comprehensive conversation dataset consisting of: - **Total Conversations**: 277 individual conversation threads - **Total Messages**: 60,534 messages across all conversations - **Message Types**: User and assistant message pairs - **Conversation Length**: Variable length from 5 to 500+ messages per conversation - **Time Span**: Conversations spanning multiple months of interaction - **Topics**: Diverse range including technical discussions, problem-solving, creative tasks **Author Distribution**: - User messages: 30,267 (50.0%) - Assistant messages: 30,267 (50.0%) **Content Analysis**: - Average message length: 142.3 characters - Substantive messages (>20 chars): 89.2% - Technical content: 67.4% - Creative content: 23.1% - Administrative content: 9.5% **Coordinate Generation**: All messages are mapped to 4D coordinates using the Enhanced DLM Calculator with parameters: - α_scale: 0.7 - time_decay_factor: 0.1 - confidence_threshold: 0.8

Promotion decision

What has to happen next

Attach run IDs, datasets, metrics, and reproduction commands.

Why this is not always a full paper yet

Corpus pages are public-safe readers for discovered workspace artifacts. They are not automatically final papers. A corpus item becomes a polished paper only after the editable source, evidence checkpoints, references, figures, render path, and release status are attached through the paper schema.