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Notes on language model research
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Do LLMs Take Care of Their Own? Similarity Signals Can Induce Cooperation
Researchers introduce a framework for evaluating how Language Model (LLM) agents cooperate when provided with similarity signals. The study finds that different LLM models exhibit varying behaviors, but some modern…
From Representations to Behaviors: Exploring the Person-Situation-Behavior Triad in LLMs
The paper presents a framework for analyzing personality-related representations in Language Models (LLMs). The authors adapt Funder's personality triad framework to LLM analysis: Person as internal personality…
Beyond Aggregate Risk: Role-Stratified Conformal Risk Control for LLM Tool Calls
Researchers propose a new method for controlling risk in language model agents' actions, which are performed through structured tool calls. The proposed method, called role-stratified per-field conformal risk control…
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