Artificial Intelligence

Beyond Excess and Deficiency: Adaptive Length Bias Mitigation in Reward Models for RLHF NAACL 2025 Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration ICLR 2025 Beyond Facts: Evaluating Intent Hallucination in Large Language Models ACL 2025 Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data AAAI 2025 Beyond Fixed Length: Bucket Pre-training is All You Need IJCAI 2025 Beyond Fixed-Length Calibration for Post-Training Compression of LLMs EMNLP 2025 Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation CLeaR 2025 Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems ACL 2025 BeyondGender: A Multifaceted Bilingual Dataset for Practical Sexism Detection AAAI 2025 Beyond Generalization :Evaluating Multilingual LLMs for Yorùbá Animal Health Translation ACL 2025 Beyond Generation: Leveraging LLM Creativity to Overcome Label Bias in Classification ACL 2025 Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025 Beyond Graphs: Can Large Language Models Comprehend Hypergraphs? ICLR 2025 Beyond Guardrails: Advanced Safety for Large Language Models — Monolingual, Multilingual and Multimodal Frontiers IJCNLP 2025 Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning EMNLP 2025 Beyond Hate Speech: NLP’s Challenges and Opportunities in Uncovering Dehumanizing Language EMNLP 2025 Beyond Human Data: Aligning Multimodal Large Language Models by Iterative Self-Evolution AAAI 2025 Beyond Human Judgment: A Bayesian Evaluation of LLMs’ Moral Values Understanding EMNLP 2025 Beyond Human Labels: A Multi-Linguistic Auto-Generated Benchmark for Evaluating Large Language Models on Resume Parsing EMNLP 2025 Beyond Human Perception: Understanding Multi-Object World from Monocular View CVPR 2025 Beyond IID: Optimizing Instruction Finetuning from the Perspective of Instruction Interaction and Dependency AAAI 2025 Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning CVPR 2025 Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines ACL 2025 Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence ICML 2025 Beyond Inherent Cognition Biases in LLM-Based Event Forecasting: A Multi-Cognition Agentic Framework EMNLP 2025