Foundation Models

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025 ALRMR-GEC: Adjusting Learning Rate Based on Memory Rate to Optimize the Edit Scorer for Grammatical Error Correction AAAI 2025 Analyzing and Mitigating Inconsistency in Discrete Speech Tokens for Neural Codec Language Models ACL 2025 Analyzing and Modeling LLM Response Lengths with Extreme Value Theory: Anchoring Effects and Hybrid Distributions EMNLP 2025 Analyzing the Linguistic Priors of Language Models with Synthetic Languages ACL 2025 An Analysis of Large Language Models for Simulating User Responses in Surveys IJCNLP 2025 An Appraisal Theoretic Approach to Modelling Affect Flow in Conversation Corpora CoNLL 2025 AnaToM: A Dataset Generation Framework for Evaluating Theory of Mind Reasoning Toward the Anatomy of Difficulty through Structurally Controlled Story Generation IJCNLP 2025 AnchorAttention: Difference-Aware Sparse Attention with Stripe Granularity EMNLP 2025 An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4 ACL 2025 An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025 An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code Generation EMNLP 2025 An Evolved Universal Transformer Memory ICLR 2025 An Exploration of Knowledge Editing for Arabic EMNLP 2025 An Investigation on LLMs' Visual Understanding Ability using SVG for Image-Text Bridging WACV 2025 An LLM-Based Approach for Insight Generation in Data Analysis NAACL 2025 An LLM-based Framework for Biomedical Terminology Normalization in Social Media via Multi-Agent Collaboration COLING 2025 An LLM-based Temporal-spatial Data Generation and Fusion Approach for Early Detection of Late Onset Alzheimer’s Disease (LOAD) Stagings Especially in Chinese and English-speaking Populations EMNLP 2025 AnomalyDINO: Boosting Patch-Based Few-Shot Anomaly Detection with DINOv2 WACV 2025 Anticipating Future with Large Language Model for Simultaneous Machine Translation NAACL 2025 AoP-SAM: Automation of Prompts for Efficient Segmentation AAAI 2025 APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding ICLR 2025 A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest ACL 2025 Approximated Variational Bayesian Inverse Reinforcement Learning for Large Language Model Alignment AAAI 2025 APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training ACL 2025