Author

Sergey I. Nikolenko

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Review Jul 2026

AgentLens: Production-Assessed Trajectory Reviews for Coding Agent Evaluation

This work presents AgentLens, a production-assessed benchmark for interactive code agents that pairs formal verification, where an objective check exists, with LLM-written trajectory reviews and side-by-side comparisons, so that each run yields a readable explanation of why the score is what it is.

Andrey Podivilov, Vadim Lomshakov, S. Savin et al. · arXiv.org · 2 citations

Preprint Jul 2026

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration

It is argued that scientific memory should be evaluated as budgeted, modality-aware context restoration rather than as an unconstrained architecture leaderboard, and the datasets, harness, raw outputs, judgments, and scripts are released to reproduce the results and serve as tools for such evaluation.

Maksim Sheverev, David B. Finkelstein, Sergey I. Nikolenko · 0 citations