Composed Image Retrieval (CIR) asks a system to retrieve a target image from a reference image and a natural-language modification. Although large vision-language models provide strong global image-text representations, CIR remains difficult because training data often contains verbose or weakly pragmatic modification...
Zihang Li· Zurich Open Repository and A...· 0 citations
First stable release of the toolkit that tests the structural hallucination thesis directly: that a language model's confidence tracks consistency with its own training corpus, not correspondence with the world. A small causal LM (Qwen2.5-0.5B by default) is fine-tuned on a corpus that consistently asserts a fabricated...
José Luciano Verçosa Marques, Frederico Jorge Heitmann, Daniel Omar Pérez et al.· Zenodo (CERN European Organi...· 0 citations
This paper reports the first executed computational proof-of-concept and cross-corpus replication of Bacterialized Gematria, a population-based symbol–number system in which an initially fixed A=1 through Z=26 correspondence table is transformed into a historically contingent numerical ecology capable of mutation, hori...
Kenji Siratori· Zenodo (CERN European Organi...· 0 citations
First stable release of the toolkit that tests the structural hallucination thesis directly: that a language model's confidence tracks consistency with its own training corpus, not correspondence with the world. A small causal LM (Qwen2.5-0.5B by default) is fine-tuned on a corpus that consistently asserts a fabricated...
José Luciano Verçosa Marques, Frederico Jorge Heitmann, Daniel Omar Pérez et al.· Zenodo (CERN European Organi...· 0 citations
Preprint, version 1.0 (September 2026) The Transformer of 2017 still sits at the core of every current large language model, yet almost everything around it has been rebuilt, some parts repeatedly. This survey traces the architectural development of text-only LLMs from 2017 to early 2026 as four epochs, each driven by...
Finn Reimann· Zenodo (CERN European Organi...· 0 citations
Yin‑Yang Fractal Unified Field Theory: Original 30‑volume monograph archive (Version 1) This submission serves as a permanent archival deposit for the original complete manuscripts of the monograph Yin‑Yang Fractal Unified Field Theory.The former DOI assigned to earlier uploads is no longer valid; this record provides...
Shuping Li· Zenodo (CERN European Organi...· 0 citations
Large language models can readily produce diverse and unusual outputs, yet increased variation does not by itself explain when a system becomes more capable of creative thought. This paper develops a preliminary hypothesis that prompt design may alter the effective dynamical regime of inference and, under some conditio...
