Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Conference
Long-Term Ad Memorability: Understanding & Generating Memorable Ads
Despite the importance of long-term memory in marketing and brand building, until now, there has been no large-scale study on the …
Harini SI
,
Somesh Singh
,
Yaman Kumar Singla
,
Aanisha Bhattacharyya
,
Veeky Baths
,
Changyou Chen
,
Rajiv Ratn Shah
,
Balaji Krishnamurthy
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Code
Dataset
Project
POSIX: Prompt Sensitivity Index for Large Language Models
Despite their remarkable capabilities, Large Language Models (LLMs) are found to be surprisingly sensitive to minor variations in …
Anwoy Chatterjee
,
Kowndinya Renduchintala
,
Sumit Bhatia
,
Tanmoy Chakraborty
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Poster
Video
DOI
SMART: Submodular Data Mixture Strategy for Instruction Tuning
Instruction Tuning involves finetuning a language model on a collection of instruction-formatted datasets in order to enhance the …
Kowndinya Renduchintala
,
Sumit Bhatia
,
Ganesh Ramakrishnan
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Poster
Video
DOI
CABINET: Content Relevance based Noise Reduction for Table Question Answering
Table understanding capability of Large Language Models (LLMs) has been extensively studied through the task of question-answering (QA) …
Sohan Patnaik
,
Heril Changwal
,
Milan Aggarwal
,
Sumit Bhatia
,
Yaman Kumar Singla
,
Balaji Krishnamurthy
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Code
Dataset
Video
Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior
Shannon and Weaver’s seminal information theory divides communication into three levels: technical, semantic, and effectiveness. While …
Ashmit Khandelwal
,
Aditya Agrawal
,
Aanisha Bhattacharyya
,
Yaman Kumar Singla
,
Somesh Singh
,
Uttaran Bhattacharya
,
Ishita Dasgupta
,
Stefano Petrangeli
,
Rajiv Ratn Shah
,
Changyou Chen
,
Balaji Krishnamurthy
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Code
Dataset
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Slides
Video
INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Language Models
A salient characteristic of pre-trained language models (PTLMs) is a remarkable improvement in their generalization capability and …
Kowndinya Renduchintala
,
Krishnateja Killamsetty
,
Sumit Bhatia
,
Milan Aggarwal
,
Ganesh Ramakrishnan
,
Rishabh Iyer
,
Balaji Krishnamurthy
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Poster
Video
DOI
Parameter Efficient Local Implicit Image Function Network for Face Segmentation
Face parsing is defined as the per-pixel labeling of images containing human faces. The labels are defined to identify key facial …
Mausoom Sarkar
,
Nikitha SR
,
Mayur Hemani
,
Rishabh Jain
,
Balaji Krishnamurthy
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Project
DOI
A Video Is Worth 4096 Tokens: Verbalize Videos To Understand Them In Zero Shot
Multimedia content, such as advertisements and story videos, exhibit a rich blend of creativity and multiple modalities. They …
Aanisha Bhattacharyya
,
Yaman Kumar Singla
,
Balaji Krishnamurthy
,
Changyou Chen
,
Rajiv Ratn Shah
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Code
Dataset
Project
Video
UMFuse: Unified Multi View Fusion for Human Editing applications
Numerous pose-guided human editing methods have been explored by the vision community due to their extensive practical applications. …
Rishabh Jain
,
Mayur Hemani
,
Duygu Ceylan
,
Krishna Kumar Singh
,
Jingwan Lu
,
Mausoom Sarkar
,
Balaji Krishnamurthy
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Project
Video
Synthesizing Human Gaze Feedback for Improved NLP Performance
Integrating human feedback in models can improve the performance of natural language processing (NLP) models. Feedback can be either …
Varun Khurana
,
Yaman Kumar Singla
,
Nora Hollenstein
,
Rajesh Kumar
,
Balaji Krishnamurthy
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