Cover Image

VELOCITI: Benchmarking Video-Language Compositional Reasoning with Strict Entailment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Saravanan, Darshana, Gupta, Varun, Singh, Darshan, Khan, Zeeshan, Gandhi, Vineet, Tapaswi, Makarand
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Investigating Mechanisms for In-Context Vision Language Binding
by: Saravanan, Darshana, et al.
Published: (2025)

SRL-CLIP: Efficient CLIP Video Adaptation via Structured Semantic Role Labels
by: Singh, Darshan, et al.
Published: (2024)

No Detail Left Behind: Revisiting Self-Retrieval for Fine-Grained Image Captioning
by: Gaur, Manu, et al.
Published: (2024)

Detect, Describe, Discriminate: Moving Beyond VQA for MLLM Evaluation
by: Gaur, Manu, et al.
Published: (2024)

What You See is What You Ask: Evaluating Audio Descriptions
by: Kala, Divy, et al.
Published: (2025)

Pseudo-labelling meets Label Smoothing for Noisy Partial Label Learning
by: Saravanan, Darshana, et al.
Published: (2024)

MICap: A Unified Model for Identity-aware Movie Descriptions
by: Raajesh, Haran, et al.
Published: (2024)

Steerable Visual Representations
by: Ruthardt, Jona, et al.
Published: (2026)

Commonsense Video Question Answering through Video-Grounded Entailment Tree Reasoning
by: Liu, Huabin, et al.
Published: (2025)

MALeR: Improving Compositional Fidelity in Layout-Guided Generation
by: Saxena, Shivank, et al.
Published: (2025)

One Identity, Many Roles: Multimodal Entity Coreference for Enhanced Video Situation Recognition
by: Darur, Balaji, et al.
Published: (2026)

IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs
by: Manikantan, Kawshik, et al.
Published: (2024)

Compositional Entailment Learning for Hyperbolic Vision-Language Models
by: Pal, Avik, et al.
Published: (2024)

CrossMed: A Multimodal Cross-Task Benchmark for Compositional Generalization in Medical Imaging
by: Singh, Pooja, et al.
Published: (2025)

Abnormal Event Detection In Videos Using Deep Embedding
by: Venkatrayappa, Darshan
Published: (2024)

On Occlusions in Video Action Detection: Benchmark Datasets And Training Recipes
by: Modi, Rajat, et al.
Published: (2024)

"Previously on ..." From Recaps to Story Summarization
by: Singh, Aditya Kumar, et al.
Published: (2024)

Seeing Eye to AI: Comparing Human Gaze and Model Attention in Video Memorability
by: Kumar, Prajneya, et al.
Published: (2023)

RAVU: Retrieval Augmented Video Understanding with Compositional Reasoning over Graph
by: Malik, Sameer, et al.
Published: (2025)

Major Entity Identification: A Generalizable Alternative to Coreference Resolution
by: Manikantan, Kawshik, et al.
Published: (2024)

Defeasible Visual Entailment: Benchmark, Evaluator, and Reward-Driven Optimization
by: Zhang, Yue, et al.
Published: (2024)

Probing Vision-Language Understanding through the Visual Entailment Task: promises and pitfalls
by: Pitta, Elena, et al.
Published: (2025)

MultihopSpatial: Multi-hop Compositional Spatial Reasoning Benchmark for Vision-Language Model
by: Lee, Youngwan, et al.
Published: (2026)

CycliST: A Video Language Model Benchmark for Reasoning on Cyclical State Transitions
by: Kohaut, Simon, et al.
Published: (2025)

Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning
by: Liu, Chengwen, et al.
Published: (2026)

Beyond Static Artifacts: A Forensic Benchmark for Video Deepfake Reasoning in Vision Language Models
by: Gu, Zheyuan, et al.
Published: (2026)

Benchmarking Scientific Understanding and Reasoning for Video Generation using VideoScience-Bench
by: Hu, Lanxiang, et al.
Published: (2025)

SciVideoBench: Benchmarking Scientific Video Reasoning in Large Multimodal Models
by: Deng, Andong, et al.
Published: (2025)

CrossVid: A Comprehensive Benchmark for Evaluating Cross-Video Reasoning in Multimodal Large Language Models
by: Li, Jingyao, et al.
Published: (2025)

Fine-Tuning Without Forgetting: Adaptation of YOLOv8 Preserves COCO Performance
by: Gandhi, Vishal, et al.
Published: (2025)

Personalized Image Generation from an Author Writing Style
by: Gandhi, Sagar, et al.
Published: (2025)

TimeBlind: A Spatio-Temporal Compositionality Benchmark for Video LLMs
by: Li, Baiqi, et al.
Published: (2026)

Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models
by: Wang, Jiayu, et al.
Published: (2024)

DELST: Dual Entailment Learning for Hyperbolic Image-Gene Pretraining in Spatial Transcriptomics
by: Chen, Xulin, et al.
Published: (2025)

Can Video Large Multimodal Models Think Like Doubters-or Double-Down: A Study on Defeasible Video Entailment
by: Zhang, Yue, et al.
Published: (2025)

SIV-Bench: A Video Benchmark for Social Interaction Understanding and Reasoning
by: Kong, Fanqi, et al.
Published: (2025)

CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos
by: Li, Xuchen, et al.
Published: (2025)

EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos
by: Li, Yuxuan, et al.
Published: (2025)

Right Looks, Wrong Reasons: Compositional Fidelity in Text-to-Image Generation
by: Vatsa, Mayank, et al.
Published: (2025)

TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning
by: Sanders, Kate, et al.
Published: (2024)