Beyond Retrieval: Evidence Access and Event Aggregation in Agent Memory
Ze-Rui Yang, Quan Xue, ChaoruiZhang et al.
· 0 citations
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Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments
Terminal-Universe is introduced, a framework which turns each trajectory into a reusable environment and explores it for synthesizing new tasks and continued interactions, and produces 37.3k task-sufficient environments.
Jie Wu, Zhen-Ru Zhang, Bei-Chen Zhang et al.
· 5 citations
Jul 2026
Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements
FinIndices is a large-scale benchmark evaluating data-processing fidelity over uncropped financial statements (up to 32K tokens) and yields substantial zero-hint gains, validating that structured logic can be partially restored via data-centric alignment.
Xin Tong, Xuanming Zhang, Tian-Yi Tang et al.
· arXiv.org · 0 citations