This repository contains the official implementation, training and inference scripts, pre-extracted dataset splits (train/val/test), custom clinical entity evaluation metrics, and model weights for the CXRG-SVLM architecture. The pipeline integrates a frozen RAD-DINO medical vision encoder with a 4-bit quantized Qwen2....
Muhammad Fareed, Muhammad Awais Sattar· Zenodo (CERN European Organi...· 0 citations
Paper 10 established that only dimensionless numbers can be fine-tuned. This paper asks whether the same restriction applies to “has it changed”──the answer is it does. And one of them has actually been measured. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematica...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
“Magnitude” is not one thing. There are four──M_L, m_b, M_S, M_w──and all but M_w hit a ceiling for great earthquakes. This paper asks whether what hits the ceiling is the earthquake or the scale──the answer is the scale. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new ma...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
That a weather forecast cannot reach beyond a certain horizon is due neither to missing equations nor to slow computers. This paper asks what sets the limit──the answer is one number, the error doubling time tau_d. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathemati...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
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Large language model (LLM) agents have recently explored executable memory—compiling agent memory into code snippets that an external LLM interprets at inference time. We argue that this paradigm remains tied to a single architectural choice: the executor is an external model, the memory is a personal profile, and the...
Yizhang Hu· Zenodo (CERN European Organi...· 0 citations
Recommendation algorithms determine what people see, and may also influence the perspectives through which people understand the world. As Large Language Models (LLMs) enter the domains of knowledge acquisition and information comprehension, this influence may extend further into human understanding, judgment, and mode...
ling liu· Zenodo (CERN European Organi...· 0 citations
Drude (1900) obtained the ratio of thermal to electrical conductivity in a metal from classical theory alone, and got a value close to measurement. This paper asks why he was right──the answer is not that the premises were correct. Two premises erred largely in opposite directions and very nearly cancelled on taking a...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
A selection rule is written as “this transition is forbidden.”Yet forbidden transitions are actually observed. This paper asks what “forbidden” means as a number──the answer is a matter of rate. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no n...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
Recommendation algorithms determine what people see, and may also influence the perspectives through which people understand the world. As Large Language Models (LLMs) enter the domains of knowledge acquisition and information comprehension, this influence may extend further into human understanding, judgment, and mode...
ling liu· Zenodo (CERN European Organi...· 0 citations
This paper analyzes the problem of the low practical efficiency of modern large language models (LLMs). We argue that the limiting factor is not a limit of the technology itself, but the organization of reasoning and the architectural role assigned to the language model. We claim no novelty for the "executor — overseer...
Dmitriy Borzov· Zenodo (CERN European Organi...· 0 citations
Large language model (LLM) agents have recently explored executable memory—compiling agent memory into code snippets that an external LLM interprets at inference time. We argue that this paradigm remains tied to a single architectural choice: the executor is an external model, the memory is a personal profile, and the...
Yizhang Hu· Zenodo (CERN European Organi...· 0 citations
Drude (1900) obtained the ratio of thermal to electrical conductivity in a metal from classical theory alone, and got a value close to measurement. This paper asks why he was right──the answer is not that the premises were correct. Two premises erred largely in opposite directions and very nearly cancelled on taking a...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
