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large language models

2,658 papers

#large language models Open access Aug 2026

Inference Efficiency Trade-offs in Zero-shot Cross-lingual Transfer with mT5 Models

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

Extending Epuskesmas With A Domain-Specific Large Language Model For Orthopaedic Documentation of Osteoarthritis And Osteoporosis: A Proof-Of-Concept Study Toward Indonesian Primary Health Care Strengthening

Background. Clinical documentation is a major driver of workload in primary care, and Indonesia's mandated transition to electronic medical records has increased the recording burden on community health centres (Puskesmas). A recent proof-of-concept study showed that a browser-based pipeline combining automatic speech...

Ahmad Azmul A. Irfan, Nur Ahmad Khatim, Achmad Zaki et al. · 0 citations
#large language models Open access Aug 2026

Adversarial Fine-Tuning Effects on Zero-Shot Cross-Lingual Robustness in XTREME-R

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

Adversarial Robustness in Zero-Shot Cross-Lingual Transfer Models Post-English QA Training

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

Impact of Intermediate-Task Training Sequence Length on Zero-Shot Cross-Lingual Transfer Inference Latency in XTREME-R

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

Intermediate-Task Training and Multilingual Pretraining for Zero-Shot Cross-Lingual Transfer on XTREME-R

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

How Do We Know They Work? A Systematic Review of Evaluation Practices and Methodological Rigor in LLM-Based Agentic Educational Systems

Background. Large language model (LLM) based agentic educational systems, which plan, use tools, reflect, or coordinate as multiple agents, are proliferating, but whether they are evaluated rigorously enough to support claims about learning is unclear.Objective. To systematically characterize the evaluation practices a...

D. Henderson · 0 citations
#large language models Open access Aug 2026

Intermediate-Task Training Effects on Zero-Shot Cross-Lingual Model Inference Efficiency in XTREME-R

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

Adversarial Robustness in Zero-Shot Cross-Lingual Transfer Models Post-English QA Training

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

Intermediate Task Difficulty and mT5's Zero-Shot Cross-Lingual Transfer Performance

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations
#large language models Open access Aug 2026

ToshLLM: local LLM inference on Intel Macs with AMD GPUs

A native SwiftUI application that runs large language models locally on Intel Macs with AMD GPUs, a configuration mainstream inference stacks leave unsupported or incorrect. Beyond packaging, it contributes original work to the Metal backend of llama.cpp: ToshGEMM, a manually tiled matrix multiply that replaces the sim...

Engelbert Delgado · 0 citations
#large language models Open access Aug 2026

Performance of English vs Multilingual Intermediate-Task Trained mT5 Models in Zero-Shot Cross-Lingual Transfer on XTREME-R

Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks in monolingual English settings. We investigate whether English intermediate-task training is still helpful on...

Assignee Research · 0 citations

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