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autoregressive-generation

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Reproducibility study of Planning-Ahead Generative Retrieval (PAG), probing lexical planner robustness under query perturbations and cross-lingual evaluation. SIGIR 2026 Reproducibility Track.

  • Updated Jul 11, 2026
  • Python

How Chain-of-Thought Budgets Induce Overconfidence in LLMs. Investigating Calibration Drift Under Reasoning (CDUR), hypothesis lock-in mechanisms, and dynamic token budgeting via the CABStop optimal stopping algorithm.

  • Updated Jun 16, 2026
  • Python

Neural ODE Transformer in Julia, trained via adjoint sensitivity methods. Matched-architecture vs. discrete Transformer on Penn Treebank: 119.9 val perplexity vs 113.7 discrete. Single-seed result; discrete wins at this scale as expected, continuous-depth advantage expected to emerge at larger scale.

  • Updated Jun 30, 2026
  • Julia

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