README.md

---
title: PyTerrier Doc2Query
emoji: 🐕
colorFrom: green
colorTo: green
sdk: gradio
sdk_version: 3.7
app_file: app.py
pinned: false
models:
- macavaney/doc2query-t5-base-msmarco
---
# 🐕 PyTerrier: [Doc2Query](https://cs.uwaterloo.ca/~jimmylin/publications/Nogueira_Lin_2019_docTTTTTquery-v2.pdf) and [Doc2Query−−](https://arxiv.org/abs/2301.03266)

This is a demonstration of [PyTerrier's Doc2Query package](https://github.com/terrierteam/pyterrier_doc2query). Doc2Query generates
queries for a document, which can then be appended to a document's text before indexing to boost important terms and add missing terms.

Doc2Query functions as a `D→D` (document-to-document) transformer and can be used in pipelines accordingly.

<div class="pipeline">
  <div class="df" title="Document Frame">D</div>
  <div class="transformer attn" title="Doc2Query Transformer">Doc2Query</div>
  <div class="df" title="Document Frame">D</div>
</div>