Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Measuring and Improving Persuasiveness of Large Language Models
LLMs are increasingly being used in workflows involving generating content to be consumed by humans (e.g., marketing) and also in …
Somesh Singh
,
Yaman Kumar Singla
,
S I Harini
,
Balaji Krishnamurthy
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Code
Project
It Helps to Take a Second Opinion: Teaching Smaller LLMs To Deliberate Mutually via Selective Rationale Optimisation
Very large language models (LLMs) such as GPT-4 have shown the ability to handle complex tasks by generating and self-refining …
Sohan Patnaik
,
Milan Aggarwal
,
Sumit Bhatia
,
Balaji Krishnamurthy
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Code
Measuring And Improving Engagement of Text-to-Image Generation Models
Recent advances in text-to-image generation have achieved impressive aesthetic quality, making these models usable for both personal …
Varun Khurana
,
Yaman Kumar Singla
,
Jayakumar Subramanian
,
Changyou Chen
,
Rajiv Ratn Shah
,
Zhiqiang Xu
,
Balaji Krishnamurthy
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AdQuestA: Knowledge-Guided Visual Question Answer Framework For Advertisements
In the rapidly evolving landscape of digital marketing, effective customer engagement through advertisements is crucial for brands. …
Neha Choudhary
,
Poonam Goyal
,
Devashish Siwatch
,
Atharva Chandak
,
Harsh Mahajan
,
Varun Khurana
,
Yaman Kumar Singla
PDF
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 …
S I Harini
,
Somesh Singh
,
Yaman Kumar Singla
,
Aanisha Bhattacharyya
,
Veeky Baths
,
Changyou Chen
,
Rajiv Ratn Shah
,
Balaji Krishnamurthy
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Code
Dataset
Project
ReEdit: Multimodal Exemplar-Based Image Editing using Diffusion Models
Modern Text-to-Image (T2I) Diffusion models have revolutionized image editing by enabling the generation of high-quality photorealistic …
Ashutosh Srivastava
,
Tarun Ram Menta
,
Abhinava Java
,
Avadhoot Jadhav
,
Silky Singh
,
Surgan Jandial
,
Balaji Krishnamurthy
PDF
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
Advances in Citation Text Generation: Leveraging Multi-Source Seq2Seq Models and Large Language Models
Citation Text Generation (CTG) in scientific documents often relies on standard summarization techniques, which may not fully capture …
Avinash Anand
,
Ashwin Nair
,
Kritarth Prasad
,
Vrinda Narayan
,
Naman Lal
,
Debanjan Mahata
,
Yaman Kumar Singla
,
Rajiv Shah
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