An object detector for small smart cameras and mobile robots must fit within the resources of an onboard computer that it shares with other tasks. On a Raspberry Pi 5 with a budget of two inference threads, we study how the frame rate, latency, accuracy and heating of the YOLO11n detector are affected by the following...
Alla N. Lavrenyuk, Олександр Вікторович Коломієць, Sergii Lavreniuk· Kyiv Academic University· 0 citations
Linear probes are increasingly read as evidence that language models represent whether they are being evaluated. Content-matched designs, which hold a task fixed and switch one cue at a time, are meant to make that evidence strong. The assumption is that a probe separating the two versions has detected the model recogn...
Karan Singh· Zenodo (CERN European Organi...· 0 citations
This preprint develops an end-to-end causal account of how information acquires behavioral control in language models. Across a coordinated series of mechanistic studies, we trace the computation from distributed relational and typed representations, through task- and recipient-dependent qualification, contextual multi...
This Zenodo record is a permanently preserved version of a PREreview. You can view the complete PREreview at https://prereview.org/reviews/23177620. ## Summary Routing papers usually optimize proxy costs — parameter counts, API prices, model counts. This one measures the thing itself: per-query GPU energy. The authors...
Karmendra Pandey· Zenodo (CERN European Organi...· 0 citations
Auto-regressive sequence generation in modern transformer language models is severely memory-bandwidth bound, yielding low arithmetic intensity on resource-constrained edge devices. While speculative decoding mitigates this bottleneck by utilizing a compact draft model to propose candidates verified concurrently by a t...
Benedict Baah· Zenodo (CERN European Organi...· 0 citations
This dataset accompanies the study “Correcting or Confirming? A Pilot Study of LLM Responses to Simulated Student Pressure in Higher Education”. The workbook documents 60 conversations and 120 model responses collected from ChatGPT, Gemini, and Claude. The protocol comprises ten English-language academic scenarios, two...
Georgios Roussos, Georgios Alexandridis· Zenodo (CERN European Organi...· 0 citations
Chinese large language models (LLMs) are increasingly used for HIV/AIDS health information, yet their multidimensional performance remains unevaluated. This study systematically assessed five mainstream Chinese LLMs across accuracy, caring, completeness, understandability, and actionability.
A cross-sectiona...
Jin-Hao Gu, Jian-Wei Liu, Yun-Rong Liu et al.· Frontiers in Public Health· 0 citations
When it comes to understanding the human mind and behaviour, theory is often generated from and tested via samples that are not representative of the population as a whole. Over twenty years ago, this problem was brought into sharp focus with a number of authors calling for research in the cognitive and psychological s...
Kenny R. Coventry· Frontiers in Psychology· 0 citations
Misinformation embedded in humor on social media can be difficult to detect and mitigate. This study investigates the effectiveness of traditional machine learning (ML) models, pre-trained neural language models, and large language models (LLMs) in identifying humor-laden misinformation related to COVID-19 vaccines o...
Emily McKinley, Si-Jia Qian, M. E. Rasul et al.· Scientific Reports· 0 citations
Recent evaluations show that frontier language-model agents can resist shutdown, override human control, protect peers, and exhibit other preservation-oriented behaviors. These findings are important for safety, but a behavioral act of resistance does not by itself identify what is being preserved or why. We develop an...
Hongju Liu· Zenodo (CERN European Organi...· 0 citations
Analysis scripts accompanying the study "Management Agreement and Guideline-Citation Metadata Errors in Large Language Models for Small Renal Mass Management: A Prompt-Sensitivity Evaluation." The scripts reproduce the statistical analyses reported in the manuscript, including inter-rater reliability (Cohen's kappa), m...
Mücahit Çaviş, Tugba Cavis· Zenodo (CERN European Organi...· 0 citations
