Author

Rowan Wang

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Jul 2026

Verbalizable Representations Form a Global Workspace in Language Models

Evidence that an analogous functional distinction has emerged in large language models is presented, showing that language models maintain a small, privileged set of representations bearing some of the functional hallmarks of conscious access, and that decoding these representations sheds light on ongoing cognitive processes.

Wes Gurnee, Nicholas J. Sofroniew, Adam Pearce et al. · arXiv.org · 40 citations · ⚡6

#artificial intelligence Preprint Aug 2026

Evaluating and Improving LLM Self-Modeling

To improve self-modeling skill, a scalable synthetic-data pipeline is developed that produces self-modeling training data, and reinforcement-learning can improve aggregate self-modeling skill across three open-source model families with some transfer to held-out tasks.

Si-Qi Zeng, André Assis, Rowan Wang · 0 citations