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Large Language Models

9,067 papers

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Papers

Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation EMNLP 2025
How Reliable is Multilingual LLM-as-a-Judge? EMNLP 2025
Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs EMNLP 2025
Breaking the Attention Trap in Code LLMs: A Rejection Sampling Approach to Enhance Code Execution Prediction EMNLP 2025
ReliableEval: A Recipe for Stochastic LLM Evaluation via Method of Moments EMNLP 2025
Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant EMNLP 2025
Are Economists Always More Introverted? Analyzing Consistency in Persona-Assigned LLMs EMNLP 2025
Structure Trumps Size: Rethinking Data Quality for LLM Reasoning EMNLP 2025
Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond EMNLP 2025
FrameEOL: Semantic Frame Induction using Causal Language Models EMNLP 2025
Attribution and Application of Multiple Neurons in Multimodal Large Language Models EMNLP 2025
RAISE: Reinforced Adaptive Instruction Selection For Large Language Models EMNLP 2025
LongTableBench: Benchmarking Long-Context Table Reasoning across Real-World Formats and Domains EMNLP 2025
Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models EMNLP 2025
MPTA: MultiTask Personalization Assessment EMNLP 2025
CLaw: Benchmarking Chinese Legal Knowledge in Large Language Models - A Fine-grained Corpus and Reasoning Analysis EMNLP 2025
A Survey of RAG-Reasoning Systems in Large Language Models EMNLP 2025
Disentangling Language Understanding and Reasoning Structures in Cross-lingual Chain-of-Thought Prompting EMNLP 2025
ClaimGen-CN: A Large-scale Chinese Dataset for Legal Claim Generation EMNLP 2025
FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs EMNLP 2025
Schema Generation for Large Knowledge Graphs Using Large Language Models EMNLP 2025
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025
LLM-Based Web Data Collection for Research Dataset Creation EMNLP 2025
Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge EMNLP 2025