Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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EXPERIGEN: Accelerating Social Science Research via Agentic Hypothesization and Experimentation
Data-driven social science research is inherently slow, relying on iterative cycles of observation, hypothesis generation, and …
Jishu Sen Gupta
,
S I Harini
,
Somesh Singh
,
Syed Mohamad Tawseeq
,
Yaman Kumar Singla
,
David Doermann
,
Rajiv Ratn Shah
,
Balaji Krishnamurthy
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Project
Internalizing Heterogeneous Agents in Language Model Reasoning
LLMs are increasingly deployed as orchestrators that coordinate specialized subagents to solve complex tasks through natural language. …
S I Harini
,
Somesh Singh
,
Yaman Kumar Singla
,
Rajiv Ratn Shah
,
David Doermann
,
Balaji Krishnamurthy
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Project
Social Agents: Collective Intelligence Improves LLM Predictions
In human society, collective decision making has often outperformed the judgment of individuals. Classic examples range from estimating …
Aanisha Bhattacharyya
,
Abhilekh Borah
,
Yaman Kumar Singla
,
Rajiv Ratn Shah
,
Changyou Chen
,
Balaji Krishnamurthy
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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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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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