…The following papers were recommended by the Semantic Scholar API Systematic Capability Benchmarking of Frontier Large Language Models for Offensive Cyber Tasks (2026) CyberCertBench: Evaluating LLMs in Cybersecurity Certification Knowledge (2026) Evaluating…
…Multi-Objective Evolutionary Optimization Discovers Diverse LLM Alignments Beyond Gradient Descent (2026) Parameter-Efficient Neuroevolution for Diverse LLM Generation: Quality-Diversity Optimization via Prompt Embedding Evolution (2026) Please give a thumbs up…
…language model (LLM) agents face a structural tension: cloud agents provide strong reasoning but expose user data, while on-device agents preserve privacy at the cost of overall capability. Existing device-cloud…
…Benchmarking LLM Agents on Real-World Hardware Bug Repair Tasks (2026) ClawsBench: Evaluating Capability and Safety of LLM Productivity Agents in Simulated Workspaces (2026) Spec Kit Agents: Context-Grounded Agentic Workflows (2026…
…A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction (2026) TMAS: Scaling Test-Time Compute via Multi-Agent Synergy (2026) Agent^2 RL-Bench: Can LLM Agents…
…While modern Arabic speakers continue to value poetry, existing research on Arabic poetry within Large Language Models (LLMs) has primarily focused on analysis tasks such as interpretation or metadata prediction, e.g…
…AI-generated summary LLM agents increasingly rely on reusable skills , capability packages that combine instructions, control flow, constraints, and tool calls. In most current agent systems, however, skills are still represented by…
…Agent skills are increasingly deployed as modular, reusable capability units in AI agent systems. Medical research agent skills require safeguards beyond general-purpose evaluation, including scientific integrity, methodological validity, reproducibility, and boundary…
…AI-generated summary Hidden malicious intent in multi-turn dialogue poses a growing threat to deployed large language models (LLMs). Rather than exposing a harmful objective in a single prompt, increasingly capable…
…These properties make AutoResearchBench uniquely suited for evaluating autonomous research capabilities, and extraordinarily challenging. Even the most powerful LLMs , despite having largely conquered general agentic web-browsing benchmarks such as BrowseComp, achieve…