---
title: "Bulk export embedding vectors"
method: GET
path: "/embeddings/export"
tags: ["Embeddings"]
---

# Bulk export embedding vectors

`GET /embeddings/export`

Export embedding vectors for all paragraphs in a paper. The `paperId` query parameter is required.

Returns JSONL (default) or JSON. Each line/item contains `{ ref, embedding }`. A typical paper is 50-200 paragraphs (~1-5 MB).

## Query parameters

- `format` 'jsonl' | 'json'
- `paperId` string, required
- `model` 'small' | 'large'

## Response `200`

Embedding vectors (JSONL or JSON)

---

[API](https://skmtc.dev/urantia/apis/urantia-papers-api.md) · [All operations](https://skmtc.dev/urantia/apis/urantia-papers-api/llms.txt) · [OpenAPI document](https://skmtc-service-production.skmtc.workers.dev/v1/apis/urantia/urantia-papers-api/revisions/6a8c13929fda/schema)