…Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks (2026) AuditRepairBench: A Paired-Execution Trace Corpus for Evaluator-Channel Ranking Instability in Agent Repair (2026) ValueBlindBench: Agreement-Gated Stress Testing of…
…Yet even in the simplest setting -- factoid question-answering with clear ground truth -frontier models without external tools continue to hallucinate. We argue that most factuality gains in this domain have come…
…Language Models Debugging (2026) Who Tests the Testers? Systematic Enumeration and Coverage Audit of LLM Agent Tool Call Safety (2026) Emergent Strategic Reasoning Risks in AI: A Taxonomy-Driven Evaluation Framework (2026…
…AI-generated summary While self-supervised pretraining has reduced vision systems' reliance on synthetic data, simulation remains an indispensable tool for closed-loop optimization and rigorous out-of-distribution (OOD) evaluation. However…
…Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation (2026) SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain (2026) Towards Temporal Compositional Reasoning…
…Coding agents, tool-use systems, planning workflows, and long-context applications all require models to maintain constraints, variables, commitments, and intermediate states over time. The procedural breakdown in these cases are not…
…capabilities like coding, reasoning, and tool use. 💡 The core challenge is that mid-training corpora are extremely heterogeneous, mixing web documents, code, math, agent traces, and tool-use logs, so no single…
…A Multi-Agent LLM Framework with Specialized Analyzers (2026) AnomalyAgent: Training-Free Agentic Models for Zero-/Few-Shot Anomaly Detection (2026) IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools (2026…
…Hyeon Hwang , , Abstract ThinC framework enables mathematical problem solving where code serves as the primary reasoning mechanism instead of a verification tool, demonstrating superior performance on math benchmarks. AI-generated summary Tool…
…Controlled Benchmark Rewriting and Analogical Reasoning for Deceptive Out-of-Distribution Scenarios (2026) Who Tests the Testers? Systematic Enumeration and Coverage Audit of LLM Agent Tool Call Safety (2026) Visual Confused Deputy…