--- title: "Timothy Baldwin — papers, page 3 · The University of Melbourne" description: "Timothy Baldwin, The University of Melbourne: 52 papers on Elamur Research (2002–2026), h-index 54 — affiliations, topics, co-authors and…" canonical: "https://research.elamur.ai/free/en/authors/timothy-baldwin/page/3/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/timothy-baldwin/page/3/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / [Timothy Baldwin](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/) / page 3 # Timothy Baldwin · page 3 52 papers in our library · 2002–2026 · page 3 of 3 [The profile, affiliations and co-authors →](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/) ## Papers The most cited first (OpenAlex and our library). [← prev](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/page/2/) [1](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/) [2](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/page/2/) **3** 51. **[Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling](https://md.research.elamur.ai/free/en/papers/rodkin-2026-beyond-memorization-extending-reasoning-depth/)** *(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. 52. **[SCALAR: Scientific Citation-based Live Assessment of Long-context Academic Reasoning](https://md.research.elamur.ai/free/en/papers/wang-2026-scalar-scientific-citation-based-live/)** *(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… [← prev](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/page/2/) [1](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/) [2](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/page/2/) **3**