wuyang
1.4 KiB
1.4 KiB
Paper: TinyLLM: Evaluation and Optimization of Small Language Models for Agentic Tasks on Edge Devices
type: paper title: "TinyLLM: Evaluation and Optimization of Small Language Models for Agentic Tasks on Edge Devices" authors: Mohd Ariful Haque, Fahad Rahman, Kishor Datta Gupta, Khalil Shujaee, Roy George year: 2025 venue: arXiv url: https://arxiv.org/abs/2511.22138 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2025-11-27 updated_at: 2025-11-27 status: queued relevance: high topics:
- agent-evaluation
- agent-safety
- tool-use methods:
benchmarks:
models:
datasets:
- cs.LG related_concepts:
related_jobs:
related_experiments:
related_projects:
collection_score: 16 collection_queries: function-calling
One-line Takeaway
Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.
Why Collected
- matched queries: function-calling
- inferred topics: agent-evaluation, agent-safety, tool-use
- arXiv categories: cs.LG
- collection score: 16
Review Checklist
- Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
- Does it include a benchmark, dataset, code, or reproducible experimental setup?
- Should it be promoted from
queuedtoskimmedorsummarized?