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Timothy Baldwin · page 3

52 papers in our library · 2002–2026 · page 3 of 3

The profile, affiliations and co-authors →

 Papers

The most cited first (OpenAlex and our library).

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  1. Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling (2026)
    The paper asks whether multi-step reasoning in neural models reflects real generalization or memorization, and how difficulty grows with the number of required inference steps.
  2. SCALAR: Scientific Citation-based Live Assessment of Long-context Academic Reasoning (2026)
    Evaluating how well LLMs actually understand long documents is difficult. Synthetic retrieval tests such as needle-in-a-haystack are easy for current models, and benchmarks built from existing corpora risk contamination and allow shortcut answers. SCALAR addresses this with academic papers whose citations act as…

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