VARM-Bench: leaderboard

Metric: Joint record exact match (%; outputs that parse, reach target character-F1 of at least 0.5 and match the reference on the other five fields; deduplicated 1,600-item test set of Chinese social-media posts and comments; the model writes one rationale with six anchored decisions (target, target type, target explicitness, author stance, harmfulness label, fine-grained category) that a deterministic parser scores, unparseable outputs counting as wrong; deterministic decoding; zero-shot prompt). Source: arxiv.org. Saturation forecast: Around July 2027. 6 models tracked.

Top models

Interactive version: theaggregate.ai/benchmark?slug=varm-bench · How It Works · Data refreshed daily, snapshot 2026-09-29.