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Large Language Models

7,668 papers

Papers per year

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Papers

iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025
CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs EMNLP 2025
Retrieval Enhanced Feedback via In-context Neural Error-book EMNLP 2025
Improve LLM-as-a-Judge Ability as a General Ability EMNLP 2025
G2: Guided Generation for Enhanced Output Diversity in LLMs EMNLP 2025
Process-Supervised Reinforcement Learning for Code Generation EMNLP 2025
Thought calibration: Efficient and confident test-time scaling EMNLP 2025
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025
QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models EMNLP 2025
Think, Verbalize, then Speak: Bridging Complex Thoughts and Comprehensible Speech EMNLP 2025
HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning EMNLP 2025
VRoPE: Rotary Position Embedding for Video Large Language Models EMNLP 2025
Think and Recall: Layer-Level Prompting for Lifelong Model Editing EMNLP 2025
SPIRIT: Patching Speech Language Models against Jailbreak Attacks EMNLP 2025
FIRE: Flexible Integration of Data Quality Ratings for Effective Pretraining EMNLP 2025
Multi-Domain Explainability of Preferences EMNLP 2025
ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge EMNLP 2025
Calibration Across Layers: Understanding Calibration Evolution in LLMs EMNLP 2025
The discordance between embedded ethics and cultural inference in large language models EMNLP 2025
SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025
Efficient Beam Search for Large Language Models Using Trie-Based Decoding EMNLP 2025
Evaluating Taxonomy Free Character Role Labeling (TF-CRL) in News Stories using Large Language Models EMNLP 2025
RETAIL: Towards Real-world Travel Planning for Large Language Models EMNLP 2025
FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025