Shankar, Shreya
- Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First
2025/08/31 by Shu Liu, Soujanya Ponnapalli, Liu, Shu +28 · 11 voices · 8 citations
Computer Science · #Big Data and Digital Economy #Semantic Web and Ontologies #Graph Theory and Algorithms
- Operationalizing Machine Learning: An Interview Study
2022/09/16 by Shreya Shankar, Rolando Garcia, Shankar, Shreya +5 · 8 voices
#cs.SE #cs.HC #cs.LG
- Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences
2024/04/18 by Shreya Shankar, Shankar, Shreya, J.D. Zamfirescu-Pereira +9 · 5 voices · 34 citations
Business, Management and Accounting · #Financial Distress and Bankruptcy Prediction #cs.AI #cs.HC
- No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World
2017/11/22 by Shreya Shankar, Yoni Halpern, Shankar, Shreya +9 · 18 citations
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning #Remote-Sensing Image Classification
- DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing
2024/10/16 by Shankar, Shreya, Chambers, Tristan, Shah, Tarak +2 · 18 citations
#Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences
- Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming
2020/10/22 by Sumanth Dathathri, Krishnamurthy Dvijotham, Dathathri, Sumanth +19 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Machine Learning and Algorithms #Physical Unclonable Functions (PUFs) and Hardware Security
- SPADE: Synthesizing Data Quality Assertions for Large Language Model Pipelines
2024/01/05 by Shankar, Shreya, Li, Haotian, Asawa, Parth +7 · 5 citations
#Databases (cs.DB) #FOS: Computer and information sciences #Software Engineering (cs.SE)
- Towards Accurate and Efficient Document Analytics with Large Language Models
2024/05/07 by Yiming Lin, Madelon Hulsebos, Lin, Yiming +12 · 1 voice · 5 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text and Document Classification Technologies
- PROMPTEVALS: A Dataset of Assertions and Guardrails for Custom Production Large Language Model Pipelines
2025/04/20 by Vir, Reya, Shankar, Shreya, Chase, Harrison +2 · 3 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Revisiting Prompt Engineering via Declarative Crowdsourcing
2023/08/07 by Parameswaran, Aditya G., Shankar, Shreya, Asawa, Parth +2 · 1 citation
#Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
- Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees
2025/09/02 by Sepanta Zeighami, Zeighami, Sepanta, Shreya Shankar +3 · 4 citations
Computer Science · Social Sciences · #Natural Language Processing Techniques #Topic Modeling #Computational and Text Analysis Methods
- Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees
2025/12/05 by Sepanta Zeighami, Zeighami, Sepanta, Shreya Shankar +3 · 2 citations
Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Topic Modeling