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Large Language Models

6,405 papers

Papers per year

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Papers

Dialectal Toxicity Detection: Evaluating LLM-as-a-Judge Consistency Across Language Varieties EMNLP 2025
Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models EMNLP 2025
InfAL: Inference Time Adversarial Learning for Improving Research Ideation EMNLP 2025
Speculative Decoding for Multi-Sample Inference EMNLP 2025
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025
What if Othello-Playing Language Models Could See? EMNLP 2025
PsyScam: A Benchmark for Psychological Techniques in Real-World Scams EMNLP 2025
ForestCast: Open-Ended Event Forecasting with Semantic News Forest EMNLP 2025
Idola Tribus of AI: Large Language Models tend to perceive order where none exists EMNLP 2025
Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances, Resources, and Future Directions EMNLP 2025
Training LLMs for Optimization Modeling via Iterative Data Synthesis and Structured Validation EMNLP 2025
CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning EMNLP 2025
Can LLMs Truly Plan? A Comprehensive Evaluation of Planning Capabilities EMNLP 2025
Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models EMNLP 2025
ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025
SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone EMNLP 2025
Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains EMNLP 2025
Structure-aware Propagation Generation with Large Language Models for Fake News Detection EMNLP 2025
MultiConIR: Towards Multi-Condition Information Retrieval EMNLP 2025
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot EMNLP 2025
RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing EMNLP 2025
Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025
InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding EMNLP 2025
MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique EMNLP 2025
Adversary-Aware DPO: Enhancing Safety Alignment in Vision Language Models via Adversarial Training EMNLP 2025