SentinelBench is a new benchmark for time-evolving monitoring tasks in web environments, measuring task completion, reaction time, and resource use with baselines from three models and two harnesses.
arXiv preprint arXiv:2604.00010 , year=
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Causal localization via attribution and patching identifies a temporal preference subgraph in mid-to-upper layers of Qwen3-4B-Instruct-2507, with time-horizon geometry in the residual stream and initial evidence for steering-vector control.
citing papers explorer
-
SentinelBench: A Benchmark for Long-Running Monitoring Agents
SentinelBench is a new benchmark for time-evolving monitoring tasks in web environments, measuring task completion, reaction time, and resource use with baselines from three models and two harnesses.
-
Temporal Preference Concepts and their Functions in a Large Language Model
Causal localization via attribution and patching identifies a temporal preference subgraph in mid-to-upper layers of Qwen3-4B-Instruct-2507, with time-horizon geometry in the residual stream and initial evidence for steering-vector control.