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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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EXPERIGEN: Accelerating Social Science Research via Agentic Hypothesization and Experimentation
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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Internalizing Heterogeneous Agents in Language Model Reasoning
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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Social Agents: Collective Intelligence Improves LLM Predictions
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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CABINET: Content Relevance based Noise Reduction for Table Question Answering
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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Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior

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