RWKV-7 + KAN Adapter for Faithful Prose Rewriting

说明与用途

RWKV‑7 加 KAN 适配器可在保持数字、标识符、单位和否定的同时改写密集文本，诊断测试中实现 100% 事实保留。

问题

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

结果

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.

工作流

• 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.

证据

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.

来源

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

来源

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.

来源