Can Motion-Language Models Ground Structure? STRIDE for Evaluating the Evaluators

arXiv:2609.32462 · cs.CV · Submitted 2026-09-26 · Read on arXiv

cs.CV

Submitted: 2026-09-26

Updated: 2026-09-26

Code: https://github.com/EricGuo5513/text-to-motion

Terminology

• Benchmark — 19× in this paper · explained in 2 episodes
• Grounding — 19× in this paper · explained in 3 episodes
• Accuracy — 11× in this paper · explained in 1 episode
• Alignment — 3× in this paper · explained in 1 episode
• Contrastive Learning — 3× in this paper · explained in 5 episodes
• Diffusion Model — 3× in this paper · explained in 8 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Frechet Inception Distance — 2× in this paper
• Actor — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Grounded Perturbation Recognition — 1× in this paper
• Latent Space — 1× in this paper · explained in 7 episodes
• Nash Equilibrium — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Qwen3-VL Technical Report
• MotionLLM: Understanding Human Behaviors from Human Motions and Videos
• FineMoLA: Towards Fine-Grained Motion-Language Alignment from Clip-Level Supervision
• MG-MotionLLM: A Unified Framework for Motion Comprehension and Generation across Multiple Granularities
• VL-CheckList: Evaluating Pre-trained Vision-Language Models with Objects, Attributes and Relations
• MotionGPT3: Human Motion as a Second Modality

Related papers

• Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
• AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
• Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift
• MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
• TeleOCR: Navigating Document Parsing Across Digital and Camera-Captured Documents
• A Survey on Efficient Vision-Language-Action Models