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Large Language Models

6,405 papers

Papers per year

Papers

EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint EMNLP 2025
Selective Preference Optimization via Token-Level Reward Function Estimation EMNLP 2025
Arena-lite: Efficient and Reliable Large Language Model Evaluation via Tournament-Based Direct Comparisons EMNLP 2025
Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models EMNLP 2025
ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation EMNLP 2025
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering EMNLP 2025
NOVA-63: Native Omni-lingual Versatile Assessments of 63 Disciplines EMNLP 2025
InfoGain-RAG: Boosting Retrieval-Augmented Generation through Document Information Gain-based Reranking and Filtering EMNLP 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025
Avoidance Decoding for Diverse Multi-Branch Story Generation EMNLP 2025
SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025
DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning EMNLP 2025
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025
Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making EMNLP 2025
PricingLogic: Evaluating LLMs Reasoning on Complex Tourism Pricing Tasks EMNLP 2025
Investigating Value-Reasoning Reliability in Small Large Language Models EMNLP 2025
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML EMNLP 2025
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models EMNLP 2025
Same evaluation, more tokens: On the effect of input length for machine translation evaluation using Large Language Models EMNLP 2025
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements EMNLP 2025
PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization EMNLP 2025
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment EMNLP 2025
Cross-domain Rumor Detection via Test-Time Adaptation and Large Language Models EMNLP 2025
MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025