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cs.AI2026
Don't Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons
Yuval Kansal, Karen Ullrich, Polina Kirichenko +4
Intelligent agents should learn from their mistakes so that experience leads to continuous improvement. Yet today's agents recover from a mistake only temporarily: in-context refle…
cs.AI2026
SCRuB: Social Concept Reasoning under Rubric-Based Evaluation
Jamelle Watson-Daniels, Himaghna Bhattacharjee, Skyler Wang +11
While many studies of Large Language Model (LLM) reasoning capabilities emphasize mathematical or technical tasks, few address reasoning about social concepts: the abstract ideas s…