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Large Language Models

6,405 papers

Papers per year

Papers

CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025
s1: Simple test-time scaling EMNLP 2025
COM-BOM: Bayesian Exemplar Search for Efficiently Exploring the Accuracy-Calibration Pareto Frontier EMNLP 2025
Reading Between the Prompts: How Stereotypes Shape LLM’s Implicit Personalization EMNLP 2025
Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation EMNLP 2025
DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning EMNLP 2025
LimRank: Less is More for Reasoning-Intensive Information Reranking EMNLP 2025
An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code Generation EMNLP 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025
EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models EMNLP 2025
Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025
Priority on High-Quality: Selecting Instruction Data via Consistency Verification of Noise Injection EMNLP 2025
Can Prompts Rewind Time for LLMs? Evaluating the Effectiveness of Prompted Knowledge Cutoffs EMNLP 2025
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models EMNLP 2025
Metric Calculating Benchmark: Code-Verifiable Complicate Instruction Following Benchmark for Large Language Models EMNLP 2025
SOLAR: Towards Characterizing Subjectivity of Individuals through Modeling Value Conflicts and Trade-offs EMNLP 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models EMNLP 2025
GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025
EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models EMNLP 2025
Tool Preferences in Agentic LLMs are Unreliable EMNLP 2025
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025
MultiDocFusion : Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents EMNLP 2025
Attention-guided Self-reflection for Zero-shot Hallucination Detection in Large Language Models EMNLP 2025
‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025
Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary EMNLP 2025