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2 results for “retrieval” in keywordSearch & filters ↓

PreprintsTechnical ReportNot peer reviewed

Position Bias in Long-Context Retrieval: A Replication Study

Elias Wagner, Tomás Ibarra

Version 1 · 19 August 2026 · 10.xxxx/ctm.pp.2026.0003

Several studies report that language models use information in the middle of a long context less reliably than information at the start or end. We replicate these findings across eleven models and four context lengths using a controlled retrieval task. The effect is reproducible but smaller than originally reported, and largely disappears when the task format is held fixed across lengths. We release the harness and the full per-position results.

Abstract PDF 2,210 7401 cited
BooksThesis

Calibration and Uncertainty in Generative Systems

Amélie Roussel

PhD thesis · 224 pages · ISBN 978-0-00-100005-0 · 15 May 2026 · 10.xxxx/ctm.bk.2026.0005

Doctoral thesis on estimating and communicating uncertainty for text generation. It develops calibration methods for retrieval-augmented systems, studies how users interpret expressed confidence, and proposes evaluation protocols for uncertainty in open-ended outputs.

Read book PDF 1,780 9401 cited