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Large Language Models

6,405 papers

Papers per year

Papers

When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025
Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training EMNLP 2025
Bit-Flip Error Resilience in LLMs: A Comprehensive Analysis and Defense Framework EMNLP 2025
Towards Faithful Natural Language Explanations: A Study Using Activation Patching in Large Language Models EMNLP 2025
Calibrating LLM Confidence by Probing Perturbed Representation Stability EMNLP 2025
SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025
DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025
CIFLEX: Contextual Instruction Flow for Sub-task Execution in Multi-Turn Interactions with a Single On-Device LLM EMNLP 2025
On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025
Latent Inter-User Difference Modeling for LLM Personalization EMNLP 2025
IG-Pruning: Input-Guided Block Pruning for Large Language Models EMNLP 2025
Are Checklists Really Useful for Automatic Evaluation of Generative Tasks? EMNLP 2025
Measuring the Effect of Disfluency in Multilingual Knowledge Probing Benchmarks EMNLP 2025
Knowledge Editing through Chain-of-Thought EMNLP 2025
SelfRACG: Enabling LLMs to Self-Express and Retrieve for Code Generation EMNLP 2025
Probing Logical Reasoning of MLLMs in Scientific Diagrams EMNLP 2025
DischargeSim: A Simulation Benchmark for Educational Doctor–Patient Communication at Discharge EMNLP 2025
From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025
Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge EMNLP 2025
Deep Associations, High Creativity: A Simple yet Effective Metric for Evaluating Large Language Models EMNLP 2025
Identifying Unlearned Data in LLMs via Membership Inference Attacks EMNLP 2025
Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models EMNLP 2025
LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025
NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities EMNLP 2025
Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025