- FAIR-QR : Enhancing Fairness-aware Information Retrieval through Query Refinement.- CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information Retrieval.- ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring.- Are Representation Disentanglement and Interpretability Linked in Recommendation Models? A Critical Review and Reproducibility Study.- A Reproducibility Study on Consistent LLM Reasoning for Natural Language Inference over Clinical Trials.- On the Reproducibility of Learned Sparse Retrieval Adaptations for Long Documents.- Fact vs. Fiction: Are the Reportedly "Magical" LLM-Based Sequential Recommenders Reproducible?.

- Reproducing HotFlip for Corpus Poisoning Attacks in Dense Retrieval.- Combining and Evaluating Query Performance Predictors: A Reproducibility Study.- A Reproducibility Study for Joint Information Retrieval and Recommendation in Product Search.- Towards Reproducibility of Interactive Retrieval Experiments: Framework and Case Study.- Revisiting Language Models in Neural News Recommender Systems.- Multimodal feature extraction for assistive technology: evaluation and dataset.- Improving novelty and diversity of nearest-neighbors recommendation by exploiting dissimilarities.- LambdaFair for Fair and Effective Ranking.

- How Child-Friendly is Web Search? An Evaluation of Relevance vs. Harm.- GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer Pharmacovigilance.- Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval- Augmented Generation in Recommender System.- Tales and Truths: Exploring the Linguistic Journey of 19th Century Literature and Non-Fiction.- Fair Exposure Allocation Using Generative Query Expansion.- Enabling Low-Resource Language Retrieval: Establishing Baselines for Urdu MS MARCO.- Improving Low-Resource Retrieval Effectiveness using Zero-Shot Linguistic Similarity Transfer.

- How to Diversify any Personalized Recommender?.- Nano-ESG: Extracting Corporate Sustainability Information from News Articles.- Verifying Cross-modal Entity Consistency in News using Visionlanguage Models.- Improving Minimax Group Fairness in Sequential Recommendation.- Call for Research on the Impact of Information Retrieval on Social Norms.- FlashCheck: Exploration of Efficient Evidence Retrieval for Fast Fact-Checking.- kANNolo: Sweet and Smooth Approximate k-Nearest Neighbors Search.- TROPIC - Trustworthiness Rating of Online Publishers through online Interactions Calculation.

- LS-Dashboard: A Tool for Monitoring and Analyzing Data Annotation in Machine Learning Classification Tasks.- SimplifyMyText: An LLM-Based System for Inclusive Plain Language Text Simplification.- Sim4Rec: Flexible and Extensible Simulator for Recommender Systems for Large-Scale Data.- TimIR: Time-Traveling through IR History.- Prabodhini: Making Large Language Models Inclusive for Low-Text Literate Users.