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Foundation Models

4845 directly classified papers

Papers per year

Papers

EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions CVPR 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
Probing LLM World Models: Enhancing Guesstimation with Wisdom of Crowds Decoding EMNLP 2025
MIO: A Foundation Model on Multimodal Tokens EMNLP 2025
LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization EMNLP 2025
Understanding the Modality Gap: An Empirical Study on the Speech-Text Alignment Mechanism of Large Speech Language Models EMNLP 2025
AssoCiAm: A Benchmark for Evaluating Association Thinking while Circumventing Ambiguity EMNLP 2025
Cost-Optimal Grouped-Query Attention for Long-Context Modeling EMNLP 2025
TombRaider: Entering the Vault of History to Jailbreak Large Language Models EMNLP 2025
Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs EMNLP 2025
Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025
Teach Small Models to Reason by Curriculum Distillation EMNLP 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025
Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025
Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025
ConsistentChat: Building Skeleton-Guided Consistent Multi-Turn Dialogues for Large Language Models from Scratch EMNLP 2025
Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study EMNLP 2025
AnchorAttention: Difference-Aware Sparse Attention with Stripe Granularity EMNLP 2025
Steering Language Models in Multi-Token Generation: A Case Study on Tense and Aspect EMNLP 2025
LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding EMNLP 2025
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025