What benchmarks, datasets, or evaluation methods did the radar first see today?
medium confidenceNot enough evidence
The captured feed first saw artifacts covering mobile-agent planning, dynamic knowledge-graph evaluation, living clinical retrieval, equal-progress tool-agent tests, repository governance, protein modification, cinematic reasoning, multilingual translation, privacy leakage, and executable scientific exploration.
Notable arrivals included DynBench, BRIE, PartHackBench, SWE-Prometheus, PFArena, CinematicVQA, COILD, PrivDrift, and ExplorationBench. Their methods range from automatically refreshed questions and controlled agent comparisons to clinician validation, exact programmatic checking, and specialized datasets.
Takeaway: The registry confirms a substantial set of first observations, but the supplied evidence represents only a selected portion. These are examples from this keyword-filtered feed, not a complete inventory or a representative picture of AI evaluation.
Another reading: Some first sightings provide only titles or sparse metadata, so they cannot yet be distinguished confidently as complete benchmarks, supporting datasets, or evaluation methods. The packet is also insufficient for an exhaustive classification of every first-observed artifact.
- S022 artifacts first observed by the radar today: 226
Which of today's arrivals document how they score an answer?
medium confidenceNot enough evidence
The clearest documented scoring arrivals are PartHackBench, SWE-Prometheus, EnigmaForge, the FRANKENSTEIN accounting benchmark, PixelProof Evaluation, and ExplorationBench.
PartHackBench measures score inflation only after certifying equal genuine progress. SWE-Prometheus combines evidence checks, clean-environment tests, behavior gates, and independent ratings. EnigmaForge checks puzzle uniqueness with a solver and reports task success plus reconstruction. FRANKENSTEIN supplies deterministic scoring logic. PixelProof uses a pixel oracle for gold answers. ExplorationBench checks answers against executable world rules.
Takeaway: These arrivals expose more than a final leaderboard value: they describe the checks, reference answers, or scoring machinery used to judge outputs. That makes their reported results more inspectable within the captured feed.
Another reading: The evidence consists mainly of summaries rather than full scoring specifications, and it covers only a selected subset of first observations. Other arrivals may document scoring in files or papers not included here, so the list cannot be treated as exhaustive.
- S022 artifacts first observed by the radar today: 226