Sensitivity of Generative VLMs to Semantically and Lexically Altered Prompts
Fuente:
arXiv
Saved in:
| Main Authors: | Dumpala, Sri Harsha, Jaiswal, Aman, Sastry, Chandramouli, Milios, Evangelos, Oore, Sageev, Sajjad, Hassan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations
by: Dumpala, Sri Harsha, et al.
Published: (2024)
by: Dumpala, Sri Harsha, et al.
Published: (2024)
VISLA Benchmark: Evaluating Embedding Sensitivity to Semantic and Lexical Alterations
by: Dumpala, Sri Harsha, et al.
Published: (2024)
by: Dumpala, Sri Harsha, et al.
Published: (2024)
DiffAug: A Diffuse-and-Denoise Augmentation for Training Robust Classifiers
by: Sastry, Chandramouli, et al.
Published: (2023)
by: Sastry, Chandramouli, et al.
Published: (2023)
Seeing Syntax: Uncovering Syntactic Learning Limitations in Vision-Language Models
by: Dumpala, Sri Harsha, et al.
Published: (2024)
by: Dumpala, Sri Harsha, et al.
Published: (2024)
Test-Time Training for Depression Detection
by: Dumpala, Sri Harsha, et al.
Published: (2024)
by: Dumpala, Sri Harsha, et al.
Published: (2024)
VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors
by: Shahgir, Haz Sameen, et al.
Published: (2026)
by: Shahgir, Haz Sameen, et al.
Published: (2026)
SemVink: Advancing VLMs' Semantic Understanding of Optical Illusions via Visual Global Thinking
by: Li, Sifan, et al.
Published: (2025)
by: Li, Sifan, et al.
Published: (2025)
Are VLMs Really Blind
by: Singh, Ayush, et al.
Published: (2024)
by: Singh, Ayush, et al.
Published: (2024)
Self-Distillation of Hidden Layers for Self-Supervised Representation Learning
by: Lowe, Scott C., et al.
Published: (2026)
by: Lowe, Scott C., et al.
Published: (2026)
SMILE: A Composite Lexical-Semantic Metric for Question-Answering Evaluation
by: Kendre, Shrikant, et al.
Published: (2025)
by: Kendre, Shrikant, et al.
Published: (2025)
Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better
by: Wang, Dianyi, et al.
Published: (2025)
by: Wang, Dianyi, et al.
Published: (2025)
Audio Description Generation in the Era of LLMs and VLMs: A Review of Transferable Generative AI Technologies
by: Gao, Yingqiang, et al.
Published: (2024)
by: Gao, Yingqiang, et al.
Published: (2024)
Global-Local Tree Search in VLMs for 3D Indoor Scene Generation
by: Deng, Wei, et al.
Published: (2025)
by: Deng, Wei, et al.
Published: (2025)
On the Perception Bottleneck of VLMs for Chart Understanding
by: Liu, Junteng, et al.
Published: (2025)
by: Liu, Junteng, et al.
Published: (2025)
CIVET: Systematic Evaluation of Understanding in VLMs
by: Rizzoli, Massimo, et al.
Published: (2025)
by: Rizzoli, Massimo, et al.
Published: (2025)
PIVOT: Iterative Visual Prompting Elicits Actionable Knowledge for VLMs
by: Nasiriany, Soroush, et al.
Published: (2024)
by: Nasiriany, Soroush, et al.
Published: (2024)
LongCat-Next: Lexicalizing Modalities as Discrete Tokens
by: Meituan LongCat Team, et al.
Published: (2026)
by: Meituan LongCat Team, et al.
Published: (2026)
[De|Re]constructing VLMs' Reasoning in Counting
by: Alghisi, Simone, et al.
Published: (2025)
by: Alghisi, Simone, et al.
Published: (2025)
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs
by: Qiao, Yuxuan, et al.
Published: (2024)
by: Qiao, Yuxuan, et al.
Published: (2024)
VLMGuard-R1: Proactive Safety Alignment for VLMs via Reasoning-Driven Prompt Optimization
by: Chen, Menglan, et al.
Published: (2025)
by: Chen, Menglan, et al.
Published: (2025)
Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization
by: Huang, Yihao, et al.
Published: (2024)
by: Huang, Yihao, et al.
Published: (2024)
BiomedCoOp: Learning to Prompt for Biomedical Vision-Language Models
by: Koleilat, Taha, et al.
Published: (2024)
by: Koleilat, Taha, et al.
Published: (2024)
Fine-Grained Preference Optimization Improves Spatial Reasoning in VLMs
by: Shen, Yifan, et al.
Published: (2025)
by: Shen, Yifan, et al.
Published: (2025)
Shakti-VLMs: Scalable Vision-Language Models for Enterprise AI
by: Shakhadri, Syed Abdul Gaffar, et al.
Published: (2025)
by: Shakhadri, Syed Abdul Gaffar, et al.
Published: (2025)
What They Saw, Not Just Where They Looked: Semantic Scanpath Similarity via VLMs and NLP metric
by: Kerkouri, Mohamed Amine, et al.
Published: (2026)
by: Kerkouri, Mohamed Amine, et al.
Published: (2026)
PromptMRG: Diagnosis-Driven Prompts for Medical Report Generation
by: Jin, Haibo, et al.
Published: (2023)
by: Jin, Haibo, et al.
Published: (2023)
Smart Eyes for Silent Threats: VLMs and In-Context Learning for THz Imaging
by: Poggi, Nicolas, et al.
Published: (2025)
by: Poggi, Nicolas, et al.
Published: (2025)
VLMs-in-the-Wild: Bridging the Gap Between Academic Benchmarks and Enterprise Reality
by: Bandraupalli, Srihari, et al.
Published: (2025)
by: Bandraupalli, Srihari, et al.
Published: (2025)
Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination
by: Shi, Chufan, et al.
Published: (2026)
by: Shi, Chufan, et al.
Published: (2026)
Level Up Your Tutorials: VLMs for Game Tutorials Quality Assessment
by: Cambrin, Daniele Rege, et al.
Published: (2024)
by: Cambrin, Daniele Rege, et al.
Published: (2024)
Reasmory: 3D Reconstruction as Explicit Memory for VLMs Spatial Reasoning
by: He, Jixuan, et al.
Published: (2026)
by: He, Jixuan, et al.
Published: (2026)
Spectral Prompt Tuning:Unveiling Unseen Classes for Zero-Shot Semantic Segmentation
by: Xu, Wenhao, et al.
Published: (2023)
by: Xu, Wenhao, et al.
Published: (2023)
Bridging Lexical Ambiguity and Vision: A Mini Review on Visual Word Sense Disambiguation
by: Nilukshi, Shashini, et al.
Published: (2026)
by: Nilukshi, Shashini, et al.
Published: (2026)
Mechanistic Diagnostics of Spatial Lexical Bias in Multimodal Large Language Model Spatial Reasoning
by: Ma, Chuang, et al.
Published: (2026)
by: Ma, Chuang, et al.
Published: (2026)
The Devil is in the Prompts: Retrieval-Augmented Prompt Optimization for Text-to-Video Generation
by: Gao, Bingjie, et al.
Published: (2025)
by: Gao, Bingjie, et al.
Published: (2025)
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation
by: Lin, Ci-Siang, et al.
Published: (2024)
by: Lin, Ci-Siang, et al.
Published: (2024)
Optimizing Prompts for Text-to-Image Generation
by: Hao, Yaru, et al.
Published: (2022)
by: Hao, Yaru, et al.
Published: (2022)
Signs as Tokens: A Retrieval-Enhanced Multilingual Sign Language Generator
by: Zuo, Ronglai, et al.
Published: (2024)
by: Zuo, Ronglai, et al.
Published: (2024)
Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding
by: Ye, Junyi, et al.
Published: (2024)
by: Ye, Junyi, et al.
Published: (2024)
Multimodal Event Detection: Current Approaches and Defining the New Playground through LLMs and VLMs
by: Dey, Abhishek, et al.
Published: (2025)
by: Dey, Abhishek, et al.
Published: (2025)
Similar Items
-
SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations
by: Dumpala, Sri Harsha, et al.
Published: (2024) -
VISLA Benchmark: Evaluating Embedding Sensitivity to Semantic and Lexical Alterations
by: Dumpala, Sri Harsha, et al.
Published: (2024) -
DiffAug: A Diffuse-and-Denoise Augmentation for Training Robust Classifiers
by: Sastry, Chandramouli, et al.
Published: (2023) -
Seeing Syntax: Uncovering Syntactic Learning Limitations in Vision-Language Models
by: Dumpala, Sri Harsha, et al.
Published: (2024) -
Test-Time Training for Depression Detection
by: Dumpala, Sri Harsha, et al.
Published: (2024)