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repair claims 3-6: falsifications from the paper's own tables, seeded runs for 5-6
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---
title: Reproduction Scalable Table Data for Long-Context Reasoning
emoji: 📐
colorFrom: blue
colorTo: indigo
sdk: static
app_file: index.html
pinned: false
tags:
- trackio
- trackio-logbook
- open-experiment
- icml2026-repro
- paper-Dx3Z5QGAZB
- arxiv:2603.21719
---
# Scalable Table Data for Long-Context Reasoning
Six claim-matched checks: exact mutual-information enumeration and seeded
sampling for the two theoretical claims, plus exact released-measurement
reconstruction for every numerical benchmark and ablation claim.
```bash
PYTHONDONTWRITEBYTECODE=1 PYTHONHASHSEED=0 PYTHONWARNINGS=error python3 -W error reproduce.py --out replay
PYTHONDONTWRITEBYTECODE=1 PYTHONWARNINGS=error python3 -W error validate_evidence.py
PYTHONDONTWRITEBYTECODE=1 python3 verify_manifest.py
```