Active Learning Yields Better Training Data for Scientific Named Entity Recognition. - Roselyne Tchoua; Aswathy Ajith; Zhi Hong; Logan T. Ward; Kyle Chard; Debra Audus; Shrayesh Patel; Juan de Pablo; Ian T. Foster (eScience, 2019)

Creating Training Data for Scientific Named Entity Recognition with Minimal Human Effort. - Roselyne B. Tchoua; Aswathy Ajith; Zhi Hong; Logan T. Ward; Kyle Chard; Alexander Belikov 003; Debra J. Audus; Shrayesh Patel; Juan J. de Pablo; Ian T. Foster (ICCS (1), 2019)

ScholarBERT: Bigger is Not Always Better. - Zhi Hong; Aswathy Ajith; J. Gregory Pauloski; Eamon Duede; Carl Malamud; Roger Magoulas; Kyle Chard; Ian T. Foster (CoRR, 2022)

The Diminishing Returns of Masked Language Models to Science. - Zhi Hong; Aswathy Ajith; J. Gregory Pauloski; Eamon Duede; Kyle Chard; Ian T. Foster (ACL (Findings), 2023)

Memory Injections: Correcting Multi-Hop Reasoning Failures During Inference in Transformer-Based Language Models. - Mansi Sakarvadia; Aswathy Ajith; Arham Khan; Daniel Grzenda; Nathaniel Hudson; André Bauer 001; Kyle Chard; Ian T. Foster (BlackboxNLP@EMNLP, 2023)

MatPropXtractor: Generate to Extract. - Aswathy Ajith; Marcus Schwarting; Zhi Hong; Kyle Chard; Ian T. Foster (Tiny Papers @ ICLR, 2023)

Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval Mechanism. - Mansi Sakarvadia; Arham Khan; Aswathy Ajith; Daniel Grzenda; Nathaniel Hudson; André Bauer 001; Kyle Chard; Ian T. Foster (CoRR, 2023)

SciQAG: A Framework for Auto-Generated Scientific Question Answering Dataset with Fine-grained Evaluation. - Yuwei Wan; Aswathy Ajith; Yixuan Liu; Ke Lu; Clara Grazian; Bram Hoex; Wenjie Zhang 001; Chunyu Kit; Tong Xie; Ian T. Foster (CoRR, 2024)

SoK: On Finding Common Ground in Loss Landscapes Using Deep Model Merging Techniques. - Arham Khan; Todd Nief; Nathaniel Hudson; Mansi Sakarvadia; Daniel Grzenda; Aswathy Ajith; Jordan Pettyjohn; Kyle Chard; Ian T. Foster (CoRR, 2024)

LSHBloom: Memory-efficient, Extreme-scale Document Deduplication. - Arham Khan; Robert Underwood; Carlo Siebenschuh; Yadu N. Babuji; Aswathy Ajith; Kyle Hippe; Ozan Gökdemir; Alexander Brace; Kyle Chard; Ian T. Foster (CoRR, 2024)

Mitigating Memorization in Language Models. - Mansi Sakarvadia; Aswathy Ajith; Arham Mushtaq Khan; Nathaniel C. Hudson; Caleb Geniesse; Kyle Chard; Yaoqing Yang; Ian T. Foster; Michael W. Mahoney (ICLR, 2025)

HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights. - Ozan Gökdemir; Carlo Siebenschuh; Alexander Brace; Azton Wells; Brian Hsu; Kyle Hippe; Priyanka Setty; Aswathy Ajith; J. Gregory Pauloski; Varuni Sastry; Sam Foreman; Huihuo Zheng; et al. (PASC, 2025)

HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights. - Ozan Gökdemir; Carlo Siebenschuh; Alexander Brace; Azton Wells; Brian Hsu; Kyle Hippe; Priyanka Vasanthakumari; Aswathy Ajith; J. Gregory Pauloski; Varuni Katti Sastry; Sam Foreman; Huihuo Zheng; et al. (CoRR, 2025)