Parameter-efficient fine-tuning is widely assumed to improve small open-weight models on the specific behaviors it targets. We present a controlled case study that complicates this assumption for multi-tool agent execution. Using Qwen2.5-7B-Instruct and a fixed 23-task, machine-checkable benchmark, we show that an init...
Alyssa L· Zenodo (CERN European Organi...· 0 citations
What a buyer abroad already believes before a seller says anything A buyer three time zones away decides about a supplier before the supplier has said anything, on evidence the supplier did not know was being read. A small manufacturer trying to sell abroad believes the problem is reach, and puts its effort into approa...
Alya Iskandar· Zenodo (CERN European Organi...· 0 citations
It is demonstrated that task-specific fine-tuning enables open-source LLMs to rival proprietary LLMs and expert radiologists in Chinese ultrasound report error detection, offering a locally deployable and privacy-preserving, and regulation-compliant solution for enhancing reporting consistency and reducing diagnostic e...
Min Lai, Jin Zhang, Ya-Er Lv et al.· Insights into Imaging· 0 citations
TDLT_YasudaK π Ab Initio Transcendence What is presented here constitutes only a small sample of several years of independent research. This work does not ask the reader to accept The Dark Light Theory (TDLT) through persuasion. TDLT is proposed as a continuous dependency architecture, in which later structures are int...
SILVIO KOZO YASUDA· Zenodo (CERN European Organi...· 0 citations
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What a buyer abroad already believes before a seller says anything A buyer three time zones away decides about a supplier before the supplier has said anything, on evidence the supplier did not know was being read. A small manufacturer trying to sell abroad believes the problem is reach, and puts its effort into approa...
Alya Iskandar· Zenodo (CERN European Organi...· 0 citations
Inverted perovskite solar cells (PSCs) possess great potential for improving efficiency and operating stability, but parasitic charge recombination at the interfaces still limits their performance. As additives and surface treatment agents, ammonium ligands have been reported to form either two/three-dimensional (2D/3D...
Yu-Lan Huang, Mu-Chen Li, Qing-Bin Cai et al.· Advances in Materials· 0 citations
Parameter-efficient fine-tuning is widely assumed to improve small open-weight models on the specific behaviors it targets. We present a controlled case study that complicates this assumption for multi-tool agent execution. Using Qwen2.5-7B-Instruct and a fixed 23-task, machine-checkable benchmark, we show that an init...
Alyssa L· Zenodo (CERN European Organi...· 0 citations
Large language models are billed by the token, and tokens are not distributed evenly across languages. We measure how many tokens ten widely deployed tokenizers require to encode identical content in Kazakh and English, using 900 sentence-aligned pairs from OPUS-100 with bootstrap confidence intervals over 10,000 resam...
Alikhan Akim, Zhibek Sarsen· Zenodo (CERN European Organi...· 0 citations
BACKGROUND Small Language Models (SLMs) running on local hardware can reduce the privacy, latency, and cost concerns associated with cloud-based Large Language Models (LLMs) in healthcare, but deciding when to use them is typically informal and unsystematic in current practice. The problem is compounded by model turnov...
Large language models are billed by the token, and tokens are not distributed evenly across languages. We measure how many tokens ten widely deployed tokenizers require to encode identical content in Kazakh and English, using 900 sentence-aligned pairs from OPUS-100 with bootstrap confidence intervals over 10,000 resam...
Alikhan Akim, Zhibek Sarsen· Zenodo (CERN European Organi...· 0 citations
RealAIGC: Towards More Realistic Evaluation of AI-Generated Code Detection in Real-World Code Repository Artifact Update (Camera Ready) In response to the latest feedback, we have substantially enhanced our replication materials in terms of dataset coverage, usability, and methodological transparency. RealAIGC++ Datase...
Chen Wentao, Chen Yufei· Zenodo (CERN European Organi...· 0 citations
