---
title: Reproduction — Language Generation with Replay
emoji: 🔁
colorFrom: blue
colorTo: purple
sdk: static
pinned: false
tags:
  - icml2026-repro
  - paper-scnRgI2hhX
---

# Reproduction bundle

Deterministic source-construction audit of all six registered claims for
OpenReview `scnRgI2hhX` and arXiv `2603.11784v1`.

```bash
python3 -m pip install -r requirements.txt
PYTHONWARNINGS=error python3 reproduce.py
```

The sole pinned source supports each substantive result at Theorems 4.1,
5.1, 6.1, 6.6, 7.1, and 7.3. The registered claim locators are each one
section behind; that correction is exposed throughout the bundle. Finite
construction audits are not represented as replacement universal proofs.