Machine Learning

How Do Large Language Models Evaluate Lexical Complexity? EMNLP 2025 How Do Large Language Models Perform on PDE Discovery: A Coarse-to-fine Perspective EMNLP 2025 How Do Large Language Monkeys Get Their Power (Laws)? ICML 2025 How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training ACL 2025 How do Multimodal Foundation Models Encode Text and Speech? An Analysis of Cross-Lingual and Cross-Modal Representations NAACL 2025 How Do Social Bots Participate in Misinformation Spread? A Comprehensive Dataset and Analysis EMNLP 2025 How do Transformer Embeddings Represent Compositions? A Functional Analysis ACL 2025 How Do Transformers Learn Variable Binding in Symbolic Programs? ICML 2025 How do we measure privacy in text? A survey of text anonymization metrics IJCNLP 2025 How Effective Can Dropout Be in Multiple Instance Learning ? ICML 2025 How efficient is LLM-generated code? A rigorous & high-standard benchmark ICLR 2025 How Expressive are Knowledge Graph Foundation Models? ICML 2025 How Far are AI-generated Videos from Simulating the 3D Visual World: A Learned 3D Evaluation Approach ICCV 2025 How Far Are We from True Unlearnability? ICLR 2025 How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison EMNLP 2025 How Feature Learning Can Improve Neural Scaling Laws ICLR 2025 How Good are LLM-based Rerankers? An Empirical Analysis of State-of-the-Art Reranking Models EMNLP 2025 How good is your Laplace approximation of the Bayesian posterior? Finite-sample computable error bounds for a variety of useful divergences JMLR 2025 How Gradient descent balances features: A dynamical analysis for two-layer neural networks ICLR 2025 How Humans and LLMs Organize Conceptual Knowledge: Exploring Subordinate Categories in Italian ACL 2025 How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark EMNLP 2025 How Learnable Grids Recover Fine Detail in Low Dimensions: A Neural Tangent Kernel Analysis of Multigrid Parametric Encodings ICLR 2025 How Likely Do LLMs with CoT Mimic Human Reasoning? COLING 2025 How LLMs Comprehend Temporal Meaning in Narratives: A Case Study in Cognitive Evaluation of LLMs ACL 2025 How LLMs React to Industrial Spatio-Temporal Data? Assessing Hallucination with a Novel Traffic Incident Benchmark Dataset NAACL 2025