…PlantMarkerBench is constructed using a modular curation pipeline integrating large-scale literature retrieval, hybrid search , species-aware biological grounding , structured evidence extraction , and targeted human review. The benchmark spans four plant species…
… The following papers were recommended by the Semantic Scholar API Adaptive Cost-Efficient Evaluation for Reliable Patent Claim Validation 2026 MetaGAI: A Large-Scale and High-Quality Benchmark for Generative AI Model and Data Card Generation 2026 Beyond Rating: A Comprehensive Evaluation and Benchm… …
… AI-generated summary While GUI agents have shown impressive capabilities in common computer-use tasks such as OSWorld, current benchmarks mainly focus on isolated and single-application tasks. …
… Existing ICU benchmarks typically treat historical clinician actions as ground truth. …
… Existing medical agent benchmarks primarily focus on static knowledge recall, single-step atomic actions, or action intent without verifiable execution against the environment. …
…Methodology, Validation, and LLM-Clinician Agreement Across 823 Encounters (2026) MedProbeBench: Systematic Benchmarking at Deep Evidence Integration for Expert-level Medical Guideline (2026) What Makes a Good AI Review? Concern-Level Diagnostics…
… AI-generated summary Benchmarks within the OpenClaw ecosystem have thus far evaluated exclusively assistant-level tasks, leaving the academic-level capabilities of OpenClaw largely unexamined. …
… Furthermore, we curate representative datasets, benchmarks, and evaluation metrics, offering a structured comparison across task families and identifying open challenges in synchronization , spatial reasoning , controllability , and safety . …
…To support reliable evaluation, we further construct ClawGym-Bench , a benchmark of 200 instances calibrated through automated filtering and human-LLM review . Relevant resources will be soon released at https://github.com…
… The resulting RubricEM-8B achieves strong performance across four long-form research benchmarks, outperforming comparable open models and approaching proprietary deep-research systems. …