README.md

---
title: PyTerrier MonoT5
emoji: 🐕
colorFrom: green
colorTo: green
sdk: gradio
sdk_version: 3.7
app_file: app.py
pinned: false
---

# 🐕 PyTerrier: MonoT5

This is a demonstration of [PyTerrier's T5 package](https://github.com/terrierteam/pyterrier_t5).

MonoT5 functions as a `R→R` (reranking, result-to-result) transformer and can be used in pipelines accordingly. For example, you will
often pipe the output of a first-stage retrieval function into MonoT5:

<div class="pipeline">
  <div class="df" title="Query Frame">Q</div>
  <div class="transformer" title="PisaRetrieve Transformer">TerrierRetrieve</div>
  <div class="df" title="Result Frame">R</div>
  <div class="transformer" title="get_text Transformer">get_text</div>
  <div class="df" title="Result Frame">R</div>
  <div class="transformer attn" title="MonoT5 Transformer">MonoT5</div>
  <div class="df" title="Result Frame">R</div>
</div>