Paper library

Notes for reading one paper in 5 to 10 minutes. 3 papers. Review questions from the papers you have read.

Biology of a language modelOn the Biology of a Large Language Model When a language model answers, can we see the steps it takes inside, and check that those steps are real? about 10 minJack Lindsey, Wes Gurnee, Emmanuel Ameisen, Brian Chen, Adam Pearce, Nicholas L. Turner, Craig Citro, and 20 more authors at Anthropic, listed in the paper; Joshua Batson is the corresponding author, 2025 interpretabilitymechanismssafety Lost in Context CompactionLost in Context Compaction: When LLM Systems Drop Side Constraints When a long session is replaced by a summary, does the summary keep the rules the user set, and does the model still follow them? about 9.5 minZhiqi Wang, Yichi Zhang, Dongwon Lee, Nathalie Baracaldo, Yuchen Yang, 2026 agentsmemoryevaluationcompaction LAPSELanguage Model Memory Flattens the Temporal Form of User Facts When a model saves a note about a user, does it keep the verb that meant “for now”? And does the model that reads the note later use it? about 10 minSugam Panthi, Muhaiminul Yeamin, Siyan Luo, Rabab Abdelfattah, 2026 memorylinguisticsevaluationagents

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