KlingTeam
2 published articles
LLMs & Models3 min read
Research
Beacon: your tool-using AI model is making easy questions harder
A new paper from KlingTeam measures when multimodal models actually need tools and when tools hurt. The proposed Beacon model, trained with necessity-aware rewards, improves both accuracy and tool discipline.
2026-08-09
LabFeatured3 min read
KlingTeam
Video generation's dirty secret is finally on the record
KlingTeam introduces MultiRef-Compass and KeyFrame-Compass, two benchmarks that push video generation models beyond text-to-video and into multi-reference and keyframe-conditioned tasks. Early tests on eight and nine systems respectively show consistent failures in binding entities, preserving temporal order, and handling dense constraints.
2026-07-26