Publications
Here is a list of our group’s publications, sorted by year.
CLEF 2025
- Beyond Retrieval: Ensembling Cross-Encoders and GPT Rerankers with LLMs for Biomedical QA
[Paper]
[Code]
Shashank Verma, Fengyi Jiang, Xiangning Xue - DS@GT at Touché: Large Language Models for Retrieval-Augmented Debate
[Code]
Anthony Miyaguchi, Conor Johnston, Aaryan Potdar - Enhancing Biomedical Named Entity Recognition using GLiNER-BioMed with Targeted Dictionary-Based Post-processing for BioASQ 2025 task 6
Ritesh Mehta - DS@GT at CheckThat! 2025: A Simple Retrieval-First, LLM-Backed Framework for Claim Normalization
Aleksandar Pramov, Jiangqin Ma, Bina Patel - DS@GT at CheckThat! 2025 - Ensemble Methods for Detection of Scientific Discourse on Social Media
[Paper]
Ayush Parikh, Hoang Thanh Thanh Truong, Jeanette Schofield, Maximilian Heil - DS@GT at CheckThat! 2025: Exploring Retrieval and Reranking Pipelines for Scientific Claim Source Retrieval on Social Media Discourse
[Paper]
Jeanette Schofield, Shuyu Tian, Hoang Thanh Thanh Truong, Maximilian Heil - DS@GT at CheckThat! 2025: Detecting Subjectivity via Transfer-Learning and Corrective Data Augmentation
[Paper]
Maximilian Heil, Dionne Bang - DS@GT at CheckThat! 2025: Evaluating Context and Tokenization Strategies for Numerical Fact Verification
[Paper]
Maximilian Heil, Aleksandar Pramov - DS@GT at eRisk 2025: From prompts to predictions, benchmarking early depression detection with conversational agent based assessments and temporal attention models
[Paper]
Anthony Miyaguchi, David Guecha, Yuwen Chiu, Sidharth Gaur - Tackling Sexism in Multimodal Social Media: Exploring Hybrid Generative-Transformer models
Moiz Ali, Lakshmi Yendapalli, Bishoy Tawfik, Matt Winzenried - Pun Intended: Multi-Agent Translation of Wordplay with Contrastive Learning and Phonetic-Semantic Embeddings
[Paper]
Russell Taylor, Benjamin Herbert, Michael Sana - DS@GT AnimalCLEF: Triplet Learning over ViT Manifolds with Nearest Neighbor Classification for Animal Re-identification
Anthony Miyaguchi, Chandrasekaran Maruthaiyannan, Charles R. Clark - Distilling Spectrograms into Tokens: Fast and Lightweight Bioacoustic Classification for BirdCLEF+ 2025
[Paper]
[Code]
Anthony Miyaguchi, Murilo Gustineli, Adrian Cheung - Transfer Learning and Mixup for Fine-Grained Few-Shot Fungi Classification
[Paper]
[Code]
Jason Kahei Tam, Murilo Gustineli, Anthony Miyaguchi - Tile-Based ViT Inference with Visual-Cluster Priors for Zero-Shot Multi-Species Plant Identification
[Paper]
[Code]
Murilo Gustineli, Anthony Miyaguchi, Adrian Cheung, Divyansh Khattak - DS@GT at LongEval: Evaluating Temporal Performance in Web Search Systems and Topics with Two-Stage Retrieval
[Paper]
[Code]
Anthony Miyaguchi, Imran Afrulbasha, Aleksandar Pramov - Cultivating Multimodal Intelligence: Interpretive Reasoning and Agentic RAG Approaches to Dermatological Diagnosis
[Paper]
Karishma Thakrar, Shreyas Basavatia, Akshay Daftardar - Binoculars, BART, and Adversaries: Multi-Faceted AI Text Detection for PAN 2025
Benjamin Ostrower, Poonam Doongare, Mathitha Thekkinkattuvalappil Unnikrishnan - Quantum Annealing for Machine Learning: Applications in Feature Selection, Instance Selection, and Clustering
Chloe Pomeroy, Aleksandar Pramov, Karishma Thakrar, Lakshmi Yendapalli - LLM-Guided Planning and Summary-Based Scientific Text Simplification: DS@GT at CLEF 2025 SimpleText
Krishna C. Marturi, Heba H. Elwazzan
CLEF 2024
- Transfer Learning with Pseudo Multi-Label Birdcall Classification for DS@GT BirdCLEF 2024
[Paper]
[Code]
Anthony Miyaguchi, Adrian Cheung, Murilo Gustineli, Ashley Kim - Multi-Label Plant Species Classification with Self-Supervised Vision Transformers
[Paper]
[Code]
Murilo Gustineli, Anthony Miyaguchi, Ian Stalter - Tile Compression and Embeddings for Multi-Label Classification in GeoLifeCLEF 2024
[Paper]
[Code]
Anthony Miyaguchi, Patcharapong Aphiwetsa, Mark McDuffie - Fine-Grained Classification for Poisonous Fungi Identification with Transfer Learning
[Paper]
[Code]
Christopher Chiu, Maximilian Heil, Teresa Kim, Anthony Miyaguchi - Transfer Learning with Self-Supervised Vision Transformers for Snake Identification
[Paper]
[Code]
Anthony Miyaguchi, Murilo Gustineli, Austin Fischer, Ryan Lundqvist - DS@GT at Touché: Image Search and Ranking via CLIP and Image Generation
[Paper]
Benjamin Ostrower, Patcharapong Aphiwetsa - AI Authorship Verification: an Ensembled Approach
[Paper]
Benjamin Ostrower, Jacob Wessell, Abhinav Bindal - DS@GT eRisk 2024: Sentence Transformers for Social Media Risk Assessment
[Paper]
[Code]
David Guecha, Aaryan Potdar, Anthony Miyaguchi - Machine Learning for ALSFRS-R Score Prediction: Making Sense of the Sensor Data
[Paper]
Ritesh Mehta, Aleksandar Pramov, Shashank Verma - Biomedical Nested NER with Large Language Model and UMLS Heuristics
[Paper]
Wenxin Zhou - Using Pretrained Large Language Model with Prompt Engineering to Answer Biomedical Questions
[Paper]
Wenxin Zhou, Thuy Hang Ngo
CLEF 2023
- Transfer Learning with Semi-Supervised Dataset Annotation for Birdcall Classification
[Paper]
[Code]
Anthony Miyaguchi, Nathan Zhong, Murilo Gustineli, Chris Hayduk