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Research2026-03-23 · source-backed
LLMs scoring strongly on isolated reasoning tasks show measurable degradation when the same tasks appear in multi-turn dialogue (arXiv). The gap widens on harder problems as context accumulates. Current agent benchmarks testing single-shot completion likely report inflated capability estimates relative to real-world deployed performance.
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Shared entity: LLMs / Same source domain / Shared topic / What happened next / Tension
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, appear, capability).
Shared entity: LLMs / Same source domain / Shared topic / What happened next
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark, completion, task).
Shared entity: Current / Same source domain / Shared topic / Earlier coverage / Tension
Both cover Current; reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark, current).
Shared entity: LLMs / Same source domain / Shared topic / What happened next / Downstream implication
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, reasoning).
Thrive Holdings released Current / Shared entity: Current / Shared topic / What happened next
Linked by a graph relationship (Thrive Holdings released Current); both cover Current; overlapping topics (agent, current).
Shared entity: LLMs / Same source domain / Shared topic / What happened next
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, context, task).
Shared entity: Current / Same source domain / Shared topic / What happened next
Both cover Current; reported by the same outlet (arxiv.org); overlapping topics (agent, context, current).
Shared entity: LLMs / Same source domain / Shared topic / Earlier coverage / Tension
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, context).