Artificial Intelligence

Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 2026 Beyond I’m Sorry, I Can’t: Dissecting Large-Language-Model Refusal AAAI 2026 Beyond Instruction Optimization: Multi-Agent Error-Driven Class Description Refinement for LLM-Based Classification ACL 2026 Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks ACL 2026 Beyond IVR: Benchmarking Customer Support LLM Agents for Business-Adherence EACL 2026 Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation ACL 2026 Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning ACL 2026 Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation EACL 2026 Beyond Markovian Forgetfulness: Episodic Memory for Reasoning-Intensive Retrieval ACL 2026 Beyond Matching to Tiles: Bridging Unaligned Aerial and Satellite Views for Vision-Only UAV Navigation CVPR 2026 Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs EACL 2026 Beyond Mean-Field: Tree-Copula Variational Autoencoders for Structured Latent Dependencies UAI 2026 Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing EACL 2026 Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning ACL 2026 Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities ACL 2026 Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting AAAI 2026 Beyond Multiple Choice: Evaluating Steering Vectors for Summarization EACL 2026 Beyond Names: How Grammatical Gender Markers Bias LLM-based Educational Recommendations EACL 2026 Beyond Neuron-Level Sparsity: Achieving Faithful and Interpretable LLMs with Mixture of Decoders AAAI 2026 Beyond Next Token Probabilities: Learnable, Fast Detection of Hallucinations and Data Contamination on LLM Output Distributions AAAI 2026 Beyond N-grams: A Hierarchical Reward Learning Framework for Clinically-Aware Medical Report Generation AAAI 2026 Beyond Noise: Characterizing Creative Potential in Unverifiable LLM Hallucinations ACL 2026 Beyond One-Step Distillation: Bridging the Capacity Gap in Small Language Models via Multi-Step Knowledge Transfer EACL 2026 Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration AAAI 2026 Beyond Passive Viewing: A Pilot Study of a Hybrid Learning Platform Augmenting Video Lectures with Conversational AI. EACL 2026