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Aditya Vempaty

6 accepted papers

2025

Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents

EMNLP 2025

Analyzing and processing vast amounts of textual data presents significant challenges in efficiently extracting key information.In this paper, we introduce '***Spotlight***’, a novel paradigm for information extraction that produces concise, engaging narratives by highlighting the most compelling as

2025

Learning API Functionality from In-Context Demonstrations for Tool-based Agents

EMNLP 2025

Digital tool-based agents, powered by Large Language Models (LLMs), that invoke external Application Programming Interfaces (APIs) often rely on documentation to understand API functionality. However, such documentation is frequently missing, outdated, privatized, or inconsistent—hindering the devel

Cited by 0SourcePDFScholar
2018

Human-Machine Inference Networks for Smart Decision Making: Opportunities and Challenges

ICASSP 2018accepted

The emerging paradigm of Human-Machine Inference Networks (HuMaINs) combines complementary cognitive strengths of humans and machines in an intelligent manner to tackle various inference tasks and achieves higher performance than either humans or machines by themselves. While inference performance o…

Cited by 0SourceScholar
2017

On classification of environmental acoustic data using crowds

ICASSP 2017accepted

In this work, we use crowds for acoustic classification of animal species in supervised and unsupervised manners. We demonstrate the effectiveness of the proposed triplet based crowdsourcing systems via actual experiments. Moreover, we propose a generalized 1-bit RPCA algorithm to further improve cl…

Cited by 0SourceScholar
2016

Correcting Forecasts with Multifactor Neural Attention

ICML 2016poster

Automatic forecasting of time series data is a challenging problem in many industries. Current forecast models adopted by businesses do not provide adequate means for including data representing external factors that may have a significant impact on the time series, such as weather, national events,…

Cited by 43SourcePDFScholar