CLEF 2025

BioASQ

  • Enhancing Biomedical Named Entity Recognition using GLiNER-BioMed with Targeted Dictionary-Based Post-processing for BioASQ 2025 task 6 by Ritesh Mehta
    CLEF journal | arXiv

  • Beyond Retrieval: Ensembling Cross-Encoders and GPT Rerankers with LLMs for Biomedical QA by Shashank Verma, Fengyi Jiang, Xiangning Xue
    CLEF journal | arXiv

CheckThat!

  • DS@GT at CheckThat! 2025: Detecting Subjectivity via Transfer-Learning and Corrective Data Augmentation by Maximilian Heil, Dionne Bang
    CLEF journal | arXiv

  • DS@GT at CheckThat! 2025: Evaluating Context and Tokenization Strategies for Numerical Fact Verification by Maximilian Heil, Aleksandar Pramov
    CLEF journal | arXiv

  • DS@GT at CheckThat! 2025: Ensemble Methods for Detection of Scientific Discourse on Social Media by Ayush Parikh, Hoang Thanh Thanh Truong, Jeanette Schofield, Maximilian Heil
    CLEF journal | arXiv

  • DS@GT at CheckThat! 2025: A Simple Retrieval-First, LLM-Backed Framework for Claim Normalization by Aleksandar Pramov, Jiangqin Ma, Bina Patel
    CLEF journal | arXiv

  • DS@GT at CheckThat! 2025: Exploring Retrieval and Reranking Pipelines for Scientific Claim Source Retrieval on Social Media Discourse by Jeanette Schofield, Shuyu Tian, Hoang Thanh Thanh Truong, Maximilian Heil
    CLEF journal | arXiv

eRisk

  • DS@GT at eRisk 2025: From Prompts to Predictions, Benchmarking Early Depression Detection with Conversational Agent-Based Assessments and Temporal Attention Models by Anthony Miyaguchi, David Guecha, Yuwen Chiu, Sidharth Gaur
    CLEF journal | arXiv

EXIST

  • Tackling Sexism in Multimodal Social Media: Exploring Hybrid Generative-Transformer models by Moiz Ali, Lakshmi Yendapalli, Bishoy Tawfik, Matt Winzenried
    CLEF journal | arXiv

ImageCLEF

  • Cultivating Multimodal Intelligence: Interpretive Reasoning and Agentic RAG Approaches to Dermatological Diagnosis by Karishma Thakrar, Shreyas Basavatia, Akshay Daftardar
    CLEF journal | arXiv

JOKER

  • Pun Intended: Multi-Agent Translation of Wordplay with Contrastive Learning and Phonetic-Semantic Embeddings for CLEF JOKER 2025 Task 2 by Russell Taylor, Benajmin Herbert, Michael Sana
    CLEF journal | arXiv

LifeCLEF

  • Tile-Based ViT Inference with Visual-Cluster Priors for Zero-Shot Multi-Species Plant Identification by Murilo Gustineli, Anthony Miyaguchi, Adrian Cheung, Divyansh Khattak
    CLEF journal | arXiv

  • Distilling Spectrograms into Tokens: Fast and Lightweight Bioacoustic Classification for BirdCLEF+ 2025 by Anthony Miyaguchi, Murilo Gustineli, Adrian Cheung
    CLEF journal | arXiv

  • DS@GT AnimalCLEF: Triplet Learning over ViT Manifolds with Nearest Neighbor Classification for Animal Re-identification by Anthony Miyaguchi, Chandrasekaran Maruthaiyannan, Charles R. Clark
    CLEF journal | arXiv

  • Transfer Learning and Mixup for Fine-Grained Few-Shot Fungi Classification by Jason Kahei Tam, Murilo Gustineli, Anthony Miyaguchi
    CLEF journal | arXiv

LongEval

  • DS@GT at LongEval: Evaluating Temporal Performance in Web Search Systems and Topics with Two-Stage Retrieval by Anthony Miyaguchi, Imran Afrulbasha, Aleksandar Pramov
    CLEF journal | arXiv

PAN

  • Binoculars, BART, and Adversaries: Multi-Faceted AI Text Detection for PAN 2025 by Benjamin Ostrower, Poonam Dongare, Mahitha Thekkinkattuvalappil Unnikrishnan
    CLEF journal | arXiv

QuantumCLEF

  • Quantum Annealing for Machine Learning: Applications in Feature Selection, Instance Selection, and Clustering by Chloe Pomeroy, Aleksandar Pramov, Karishma Thakrar, Lakshmi Yendapalli
    CLEF journal | arXiv

SimpleText

  • Hallucination Detection and Mitigation in Scientific Text Simplification using Ensemble Approaches: DS@GT at CLEF 2025 SimpleText by Krishna Chaitanya Marturi, Heba H. Elwazzan
    CLEF journal | arXiv

  • LLM-Guided Planning and Summary-Based Scientific Text Simplification: DS@GT at CLEF 2025 SimpleText by Krishna Chaitanya Marturi, Heba H. Elwazzan
    CLEF journal | arXiv

Touché

  • DS@GT at Touché: Large Language Models for Retrieval-Augmented Debate by Anthony Miyaguchi, Conor Johnston, Aaryan Potdar
    CLEF journal | arXiv

TalentCLEF

  • Multilingual Job Title Matching with MPNet-Based Sentence Transformers by Adam Brikman, Michael Sana, Holden Ruegger
    CLEF journal | arXiv