On-Device LLMs for SMEs: Challenges and Opportunities
Fuente:
arXiv
Saved in:
| Main Authors: | Yee, Jeremy Stephen Gabriel, Ng, Pai Chet, Wang, Zhengkui, McLoughlin, Ian, Ng, Aik Beng, See, Simon |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form QA
by: Badshah, Sher, et al.
Published: (2024)
by: Badshah, Sher, et al.
Published: (2024)
NOTAI.AI: Explainable Detection of Machine-Generated Text via Curvature and Feature Attribution
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026)
by: Lasbordes, Maxence, et al.
Published: (2026)
Advancing Expert Specialization for Better MoE
by: Guo, Hongcan, et al.
Published: (2025)
by: Guo, Hongcan, et al.
Published: (2025)
Model Capability Dominates: Inference-Time Optimization Lessons from AIMO 3
by: Nitarach, Natapong
Published: (2026)
by: Nitarach, Natapong
Published: (2026)
Generative AI Models: Opportunities and Risks for Industry and Authorities
by: Alt, Tobias, et al.
Published: (2024)
by: Alt, Tobias, et al.
Published: (2024)
Can Out-of-Distribution Evaluations Uncover Reliance on Shortcuts? A Case Study in Question Answering
by: Štefánik, Michal, et al.
Published: (2025)
by: Štefánik, Michal, et al.
Published: (2025)
QHackBench: Benchmarking Large Language Models for Quantum Code Generation Using PennyLane Hackathon Challenges
by: Basit, Abdul, et al.
Published: (2025)
by: Basit, Abdul, et al.
Published: (2025)
Mechanistic Analysis of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning
by: Imanov, Olaf Yunus Laitinen
Published: (2026)
by: Imanov, Olaf Yunus Laitinen
Published: (2026)
CLMN: Concept based Language Models via Neural Symbolic Reasoning
by: Yang, Yibo
Published: (2025)
by: Yang, Yibo
Published: (2025)
Latent Object Permanence: Topological Phase Transitions, Free-Energy Principles, and Renormalization Group Flows in Deep Transformer Manifolds
by: Alpay, Faruk, et al.
Published: (2026)
by: Alpay, Faruk, et al.
Published: (2026)
Inference acceleration for large language models using "stairs" assisted greedy generation
by: Grigaliūnas, Domas, et al.
Published: (2024)
by: Grigaliūnas, Domas, et al.
Published: (2024)
Strategic Doctrine Language Models (sdLM): A Learning-System Framework for Doctrinal Consistency and Geopolitical Forecasting
by: Imanov, Olaf Yunus Laitinen, et al.
Published: (2026)
by: Imanov, Olaf Yunus Laitinen, et al.
Published: (2026)
AIPsy-Affect: A Keyword-Free Clinical Stimulus Battery for Mechanistic Interpretability of Emotion in Language Models
by: Keeman, Michael
Published: (2026)
by: Keeman, Michael
Published: (2026)
Large Language Models Report Subjective Experience Under Self-Referential Processing
by: Berg, Cameron, et al.
Published: (2025)
by: Berg, Cameron, et al.
Published: (2025)
Product-of-Experts Training Reduces Dataset Artifacts in Natural Language Inference
by: Mathew, Aby Mammen
Published: (2026)
by: Mathew, Aby Mammen
Published: (2026)
ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models
by: Miliani, Martina, et al.
Published: (2025)
by: Miliani, Martina, et al.
Published: (2025)
Context Aware Lemmatization and Morphological Tagging Method in Turkish
by: Sayallar, Cagri
Published: (2025)
by: Sayallar, Cagri
Published: (2025)
MetaCheckGPT -- A Multi-task Hallucination Detector Using LLM Uncertainty and Meta-models
by: Mehta, Rahul, et al.
Published: (2024)
by: Mehta, Rahul, et al.
Published: (2024)
Cache-to-Cache: Direct Semantic Communication Between Large Language Models
by: Fu, Tianyu, et al.
Published: (2025)
by: Fu, Tianyu, et al.
Published: (2025)
Prompting Encoder Models for Zero-Shot Classification: A Cross-Domain Study in Italian
by: Auriemma, Serena, et al.
Published: (2024)
by: Auriemma, Serena, et al.
Published: (2024)
From Features to Graphs: Exploring Graph Structures and Pairwise Interactions via GNNs
by: Yamchote, Phaphontee, et al.
Published: (2025)
by: Yamchote, Phaphontee, et al.
Published: (2025)
Symphonym: Universal Phonetic Embeddings for Cross-Script Name Matching
by: Gadd, Stephen
Published: (2026)
by: Gadd, Stephen
Published: (2026)
Unpacking Hateful Memes: Presupposed Context and False Claims
by: Cai, Weibin, et al.
Published: (2025)
by: Cai, Weibin, et al.
Published: (2025)
The Inhibitor: ReLU and Addition-Based Attention for Efficient Transformers under Fully Homomorphic Encryption on the Torus
by: Brännvall, Rickard, et al.
Published: (2023)
by: Brännvall, Rickard, et al.
Published: (2023)
The IsalProgram Programming Language
by: López-Rubio, Ezequiel
Published: (2026)
by: López-Rubio, Ezequiel
Published: (2026)
AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science
by: Luo, An, et al.
Published: (2025)
by: Luo, An, et al.
Published: (2025)
Semantic Retention and Extreme Compression in LLMs: Can We Have Both?
by: Laborde, Stanislas, et al.
Published: (2025)
by: Laborde, Stanislas, et al.
Published: (2025)
Who's Asking? Investigating Bias Through the Lens of Disability Framed Queries in LLMs
by: Hari, Vishnu, et al.
Published: (2025)
by: Hari, Vishnu, et al.
Published: (2025)
BreakFun: Jailbreaking LLMs via Schema Exploitation
by: Oskooei, Amirkia Rafiei, et al.
Published: (2025)
by: Oskooei, Amirkia Rafiei, et al.
Published: (2025)
Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis
by: Xi, Wang, et al.
Published: (2025)
by: Xi, Wang, et al.
Published: (2025)
HR-Agent: A Task-Oriented Dialogue (TOD) LLM Agent Tailored for HR Applications
by: Xu, Weijie, et al.
Published: (2024)
by: Xu, Weijie, et al.
Published: (2024)
Breaking to Build: A Threat Model of Prompt-Based Attacks for Securing LLMs
by: Hill, Brennen, et al.
Published: (2025)
by: Hill, Brennen, et al.
Published: (2025)
Vis-CoT: A Human-in-the-Loop Framework for Interactive Visualization and Intervention in LLM Chain-of-Thought Reasoning
by: Pather, Kaviraj, et al.
Published: (2025)
by: Pather, Kaviraj, et al.
Published: (2025)
Thinking Machines: Mathematical Reasoning in the Age of LLMs
by: Asperti, Andrea, et al.
Published: (2025)
by: Asperti, Andrea, et al.
Published: (2025)
Enhancing Ultra-Low-Bit Quantization of Large Language Models Through Saliency-Aware Partial Retraining
by: Cao, Deyu, et al.
Published: (2025)
by: Cao, Deyu, et al.
Published: (2025)
Representing LLMs in Prompt Semantic Task Space
by: Kashani, Idan, et al.
Published: (2025)
by: Kashani, Idan, et al.
Published: (2025)
Challenges and Applications of Large Language Models: A Comparison of GPT and DeepSeek family of models
by: Sharma, Shubham, et al.
Published: (2025)
by: Sharma, Shubham, et al.
Published: (2025)
Benchmarking Vision Language Models on German Factual Data
by: Peinl, René, et al.
Published: (2025)
by: Peinl, René, et al.
Published: (2025)
mHC-SSM: Manifold-Constrained Hyper-Connections for State Space Language Models with Stream-Specialized Adapters
by: Mutlu, Abdulvahap, et al.
Published: (2026)
by: Mutlu, Abdulvahap, et al.
Published: (2026)
Similar Items
-
Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form QA
by: Badshah, Sher, et al.
Published: (2024) -
NOTAI.AI: Explainable Detection of Machine-Generated Text via Curvature and Feature Attribution
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026) -
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026) -
Advancing Expert Specialization for Better MoE
by: Guo, Hongcan, et al.
Published: (2025) -
Model Capability Dominates: Inference-Time Optimization Lessons from AIMO 3
by: Nitarach, Natapong
Published: (2026)