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Large Language Models

6,405 papers

Papers per year

Papers

Circuit Complexity Bounds for RoPE-based Transformer Architecture EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
SUA: Stealthy Multimodal Large Language Model Unlearning Attack EMNLP 2025
Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025
Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners EMNLP 2025
DEL-ToM: Inference-Time Scaling for Theory-of-Mind Reasoning via Dynamic Epistemic Logic EMNLP 2025
Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus EMNLP 2025
Deriving Strategic Market Insights with Large Language Models: A Benchmark for Forward Counterfactual Generation EMNLP 2025
CoMMIT: Coordinated Multimodal Instruction Tuning EMNLP 2025
Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge EMNLP 2025
A Good Plan is Hard to Find: Aligning Models with Preferences is Misaligned with What Helps Users EMNLP 2025
Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation EMNLP 2025
Data Drives Unstable Hierarchical Generalization in LMs EMNLP 2025
Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025
Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation EMNLP 2025
D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition EMNLP 2025
ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement EMNLP 2025
Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster EMNLP 2025
Toxicity Red-Teaming: Benchmarking LLM Safety in Singapore’s Low-Resource Languages EMNLP 2025
Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework EMNLP 2025
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems EMNLP 2025
Self-Augmented Preference Alignment for Sycophancy Reduction in LLMs EMNLP 2025
TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning EMNLP 2025