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Mysterious Projections: Multimodal LLMs Gain Domain-Specific Visual Capabilities Without Richer Cross-Modal Projections

Mysterious Projections: Multimodal LLMs Gain Domain-Specific Visual Capabilities Without Richer Cross-Modal Projections

Gaurav Verma
Minje Choi
Kartik Sharma
J. Watson-Daniels
Sejoon Oh
Srijan Kumar
ArXiv (abs)PDFHTML

Papers citing "Mysterious Projections: Multimodal LLMs Gain Domain-Specific Visual Capabilities Without Richer Cross-Modal Projections"

4 / 4 papers shown
Title
LLMs Can Compensate for Deficiencies in Visual Representations
LLMs Can Compensate for Deficiencies in Visual Representations
Sho Takishita
Jay Gala
Abdelrahman Mohamed
Kentaro Inui
Yova Kementchedjhieva
VLM
52
0
0
05 Jun 2025
Visual Large Language Models for Generalized and Specialized Applications
Yifan Li
Zhixin Lai
Wentao Bao
Zhen Tan
Anh Dao
Kewei Sui
Jiayi Shen
Dong Liu
Huan Liu
Yu Kong
VLM
177
15
0
06 Jan 2025
Phase Diagram of Vision Large Language Models Inference: A Perspective from Interaction across Image and Instruction
Phase Diagram of Vision Large Language Models Inference: A Perspective from Interaction across Image and Instruction
Houjing Wei
Hakaze Cho
Yuting Shi
MLLM
109
0
0
01 Nov 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
Peiyuan Liu
Hang Guo
Tao Dai
Naiqi Li
Jigang Bao
Xudong Ren
Yong Jiang
Shu-Tao Xia
AI4TS
170
31
0
12 Mar 2024

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