Get an existing Author by openreview_id or email, or create a new one. Prioritize openreview_id for uniqueness.

Retrieve all PaperAuthor entries where the affiliation is unknown.

Get papers by Indian institution (inverted index)

Get papers where first author is from India

Get papers with at least one Indian author

Get papers where majority of authors are from India

Get top Indian institutions by paper count

Get total number of accepted papers

Get all unique venue-year combinations from the database

Main function to run the script

Parse command-line arguments and run the conference analytics.

Orchestrate the processing of multiple venues: - Fetch papers - Store metadata - Assign affiliations

Normalize institution names using direct lookup in the variations mapping. Args: name: Raw institution name

Parse command line arguments Returns: argparse.Namespace: Parsed command line arguments

Prepare the prompt messages for OpenAI ChatCompletion. Incorporates the markdown content to provide context for affiliation extraction.

Process authors from stored papers and save them to the database.

Process authors and update paper data with author information.

Reads an index file, then processes each data file listed within it sequentially.

Process institutions for the focus country. Args: institution_stats: Dictionary of institution statistics

Process institute data by grouping different spellings of the same institute, aggregating their paper counts, and sorting them by total count

Main function to process PaperAuthor entries with unknown affiliations.

Process paper data and extract information about authors from a specific country

Processes papers from an input JSON file, fetches author profiles from OpenReview, and saves the results to an output JSON file. Args:

Orchestrates the asynchronous nine-stage workflow using pydantic-ai Agents.

Process a single venue JSON file and add summaries to papers that don't have them.

Process papers for a specific venue and year

Determine the author's affiliation at the time of the paper's publication. :param affiliation_history: List of affiliation records.

Placeholder for Market Scout stage. Finds market data for each hypothesis. This would involve formulating search queries and using search API

Store venue and paper metadata into the database.

Uploads a PDF to the File API and generates a tight bullet-point summary.

Uses the OpenAI Chat API to summarize the paper's goal based on the extracted text.

Uses the OpenAI Chat API to summarize the paper's goal based on the extracted text.

Encode a PDF, then send it with the prompt to OpenRouter via the chat API using requests.

Update or create the index.json file

Update the PaperAuthor entries with the provided affiliation details. Mapping is done using the OpenReview ID.

Update the accept_type field for all accepted papers in the SQLite database. Uses a delay between API calls to avoid rate limits.

Updates a list of paper dictionaries with venue information sequentially. Modifies the list in-place. Returns the number of updates made.

Verify the country codes in the database