UGC-VideoCaptioner: benchmark results

Provider: Other.

Aggregate Rating 1560 ± 39, rank #1552 of 10916 rated models, from 8 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
CapRiCorn-1K11.8Keypoint accuracy (%; share of annotated keypoints a GPT-4.152.9
CapRiCorn-1K - Referential Consistency3.6Subject referential consistency (%; share of same-subject de52.9
video-SALMONN-2 Test Set (GPT-4.1 judge) - Total error48.6Missed + hallucinated events (%)50
UGC-VideoCap - Average59.1Mean judge score (audio, visual, detail)41.7
Daily-Omni (caption QA, Gemini-2.5-Pro reader)17Accuracy (%)40
WorldSense (caption QA, Gemini-2.5-Pro reader)11.2Accuracy (%)40
DiaDemBench - Speaker attribution F1 (REF)29.7REF F138.5
DiaDemBench - Utterance transcription F1 (ASR)47ASR F138.5

Interactive version: theaggregate.ai/model?slug=ugc-videocaptioner · How It Works · Data refreshed daily, snapshot 2026-11-08.