…An Interactive Egocentric Multimodal Benchmark for Tool-Using Agents (2026) PlanningBench: Generating Scalable and Verifiable Planning Data for Evaluating and Training Large Language Models (2026) SEQUOR: A Multi-Turn Benchmark for Realistic…
…Generate proposes candidate trajectories and topologies; Filter constructs intermediate signals via verifiers , judges , critics ; Control allocates compute and makes continuation/branching/stopping decisions under budgets; and Replay retains and reuses artifacts across…
…Existing embodied simulators rely on manually crafted scenes or procedural templates, while recent LLM-based 3D generation systems mainly produce static scenes rather than deployable environments with verifiable tasks and standard learning…
…A Hierarchical Benchmark for Visual Website Development with Agent Verification (2026) WebTestBench: Evaluating Computer-Use Agents towards End-to-End Automated Web Testing (2026) Test-Driven AI Agent Definition (TDAD): Compiling Tool…
…To support this standardized setting, we release curated benchmark assets and task reformulations, including 50 OpenML tables with 123 verified targets, 16 row-pair linkage rewrites, and a 47,772-table DLTE…
…Its core Statement Verification Pipeline reconstructs each agent's ground-truth trajectory from engine logs and checks every discussion claim against it, automatically flagging spatial hallucination , unsupported accusation , deception collapse , and language…
…Recent structured approaches have further advanced this paradigm by organizing inference across multiple trajectories, refinement rounds, and verification-based feedback. However, existing structured test-time scaling methods either weakly coordinate parallel reasoning…
…Across three 7-8B instruction-tuned models (Qwen2.5, Qwen3, OLMo-3), SCOPE improves open-ended performance by up to +10.4 points on eight benchmarks and matches or exceeds GRPO_data…
…Before any pairwise comparison, ARR externalizes a VLM 's internalized preference knowledge as prompt-specific rubrics , translating holistic intent into independently verifiable quality dimensions. This conversion of implicit preference structure into inspectable…
…Horizon-agent Intrinsic Non-attack Trajectory Benchmark (2026) FineVerify: Scaling Test-Time Compute with Fine-Grained Self-Verification for Agentic Search (2026) Towards Self-Improving Error Diagnosis in Multi-Agent Systems (2026…