AlexWortega/llm-cipher-reasoning

llm-cipher-reasoning — data, eval results and full research ledger Everything except the weights from a research run asking: can an LLM be trained to reason in a more compact "language" than English, and does that actually save tokens? Two linked lines of work on Qwen/Qwen3-4B-Instruct-2507: Cipher invention / cross-model communication — cold-decoding tests, negotiated cipher collusion between model pairs, a cipher-hardening arms race, and GEPA prompt optimization to get a… See the full description on the dataset page: https://huggingface.co/datasets/AlexWortega/llm-cipher-reasoning.

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