RWKV-7 + KAN Adapter for Faithful Prose Rewriting

Описание и применение

RWKV‑7 с KAN‑адаптером позволяет переписывать плотный текст, сохраняя числовые данные, идентификаторы, единицы измерения и отрицание, обеспечивая 100 % сохранение фактов в проверенных случаях.

Задача

Rewriting dense prose can improve readability but often alters critical details such as numbers, identifiers, units, or negation, leading to correctness failures.

Результат

The adapter achieves perfect recall on numbers, identifiers, negation, and units in the eight‑case diagnostic, with a 4‑gram copy score of 0.462, indicating substantial rewriting while preserving factual content.

Рабочий процесс

• 1. Install torch and transformers.
• 2. Load the frozen RWKV‑7 World3 1.5B base model.
• 3. Attach the KAN adapter (kan_rwkv7_v7.2_best_adapter.pt).
• 4. Use the provided prompt format and sampling settings to generate rewritten text.
• 5. Review output for any factual discrepancies before deployment.

Доказательства

The recorded eight‑case generation gate reported: Number recall 1.00, Identifier recall 1.00, Negation preservation 1.00, Completed generations 1.00, 4‑gram copy score 0.462.

Источник

The adapter is 78.14 MB, and the repository pins the upstream base‑model revision used by the quick start.

Источник

This project is for readable, faithful rewriting and research. It should not be used to misrepresent authorship, fabricate evidence, alter safety‑critical instructions, or conceal material changes.

Источник