training data

Detecting Non-Membership in LLM Training Data via Rank Correlations EACL 2026 GenesisFunc: Multi-Agent Data Generation for Accurate and Generalizable Function-Calling ACL 2026 How Training Data Shapes the Use of Parametric and In-Context Knowledge in Language Models ACL 2026 Mapping on a Budget: Optimizing Spatial Data Collection for ML AAAI 2026 Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm EMNLP 2025 ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation NAACL 2025 An Inversion-based Measure of Memorization for Diffusion Models ICCV 2025 Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases ACL 2025 Beyond Sequence: Impact of Geometric Context for RNA Property Prediction ICLR 2025 Context-Aware Membership Inference Attacks against Pre-trained Large Language Models EMNLP 2025 Data Drives Unstable Hierarchical Generalization in LMs EMNLP 2025 Do Influence Functions Work on Large Language Models? EMNLP 2025 Enhancing Prediction Performance through Influence Measure ICLR 2025 Frame by Familiar Frame: Understanding Replication in Video Diffusion Models WACV 2025 GMValuator: Similarity-based Data Valuation for Generative Models ICLR 2025 Hard Negatives, Hard Lessons: Revisiting Training Data Quality for Robust Information Retrieval with LLMs EMNLP 2025 Information-Guided Identification of Training Data Imprint in (Proprietary) Large Language Models NAACL 2025 ISACL: Internal State Analyzer for Copyrighted Training Data Leakage EMNLP 2025 Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora ACL 2025 Low-Perplexity LLM-Generated Sequences and Where To Find Them ACL 2025 Measuring memorization in language models via probabilistic extraction NAACL 2025 Memorization: A Close Look at Books ACL 2025 More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning EMNLP 2025 OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens ACL 2025 One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs ICML 2025