Theory

MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation ICLR 2025 Multiobjective distribution matching ICML 2025 Multi-Objective Evolution of Heuristic Using Large Language Model AAAI 2025 Multi-Organizational Scheduling: Individual Rationality, Optimality, and Complexity IJCAI 2025 NeSyA: Neurosymbolic Automata IJCAI 2025 Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure AAAI 2025 Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning ICLR 2025 Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models ICLR 2025 Neuron Similarity-Based Neural Network Verification via Abstraction and Refinement IJCAI 2025 NLP-ResTeam at LeWiDi-2025:Performance Shifts in Perspective Aware Models based on Evaluation Metrics EMNLP 2025 No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs ICLR 2025 No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models ICLR 2025 Non-Determinism of “Deterministic” LLM System Settings in Hosted Environments AACL 2025 Non-Obvious Manipulability in Additively Separable and Fractional Hedonic Games IJCAI 2025 Norm of Mean Contextualized Embeddings Determines their Variance COLING 2025 Not All Language Model Features Are One-Dimensionally Linear ICLR 2025 Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025 NovAScore: A New Automated Metric for Evaluating Document Level Novelty COLING 2025 O(d/T) Convergence Theory for Diffusion Probabilistic Models under Minimal Assumptions ICLR 2025 O(d/T) Convergence Theory for Diffusion Probabilistic Models under Minimal Assumptions JMLR 2025 OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain EMNLP 2025 On Action Theories with Iterable First-Order Progression AAAI 2025 On Bits and Bandits: Quantifying the Regret-Information Trade-off ICLR 2025 On Effects of Steering Latent Representation for Large Language Model Unlearning AAAI 2025 On Evaluating LLMs’ Capabilities as Functional Approximators: A Bayesian Evaluation Framework COLING 2025