Cover Image

Dynamic Topic Evolution with Temporal Decay and Attention in Large Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Di, Pan, Shuaidong
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Trustworthy Summarization via Uncertainty Quantification and Risk Awareness in Large Language Models
by: Pan, Shuaidong, et al.
Published: (2025)

Modular Task Decomposition and Dynamic Collaboration in Multi-Agent Systems Driven by Large Language Models
by: Pan, Shuaidong, et al.
Published: (2025)

Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion
by: Wu, Xiaobao, et al.
Published: (2024)

RedTopic: Toward Topic-Diverse Red Teaming of Large Language Models
by: Ding, Jiale, et al.
Published: (2025)

Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
by: Wang, Jiapu, et al.
Published: (2024)

Efficient Attention Mechanisms for Large Language Models: A Survey
by: Sun, Yutao, et al.
Published: (2025)

A Large Language Model Guided Topic Refinement Mechanism for Short Text Modeling
by: Chang, Shuyu, et al.
Published: (2024)

Enabling Precise Topic Alignment in Large Language Models Via Sparse Autoencoders
by: Joshi, Ananya, et al.
Published: (2025)

CHRONOBERG: Capturing Language Evolution and Temporal Awareness in Foundation Models
by: Hegde, Niharika, et al.
Published: (2025)

A Survey on Self-Evolution of Large Language Models
by: Tao, Zhengwei, et al.
Published: (2024)

DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference Acceleration
by: Zhang, Hanzhi, et al.
Published: (2025)

Large Language Models for Automatic Detection of Sensitive Topics
by: Wen, Ruoyu, et al.
Published: (2024)

Contextual Attention Modulation: Towards Efficient Multi-Task Adaptation in Large Language Models
by: Pan, Dayan, et al.
Published: (2025)

Attention-Aligned Reasoning for Large Language Models
by: Zhang, Hongxiang, et al.
Published: (2025)

Cross-Attention Watermarking of Large Language Models
by: Baldassini, Folco Bertini, et al.
Published: (2024)

Topic Segmentation Using Generative Language Models
by: Mackenzie, Pierre, et al.
Published: (2025)

TopicProphet: Prophesies on Temporal Topic Trends and Stocks
by: Kim, Olivia
Published: (2025)

CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models
by: Han, Kairong, et al.
Published: (2025)

Latent Trajectory Dynamics in Large Language Models: A Manifold Evolution Framework with Empirical Validation
by: Zhang, Yukun, et al.
Published: (2025)

Development of an AI Anti-Bullying System Using Large Language Model Key Topic Detection
by: Tassava, Matthew, et al.
Published: (2024)

Small Language Model as Data Prospector for Large Language Model
by: Ni, Shiwen, et al.
Published: (2024)

Dynamic Generation of Personalities with Large Language Models
by: Liu, Jianzhi, et al.
Published: (2024)

AdapTime: Enabling Adaptive Temporal Reasoning in Large Language Models
by: Deng, Yimin, et al.
Published: (2026)

Dynamics of Spontaneous Topic Changes in Next Token Prediction with Self-Attention
by: Jia, Mumin, et al.
Published: (2025)

CODESYNC: Synchronizing Large Language Models with Dynamic Code Evolution at Scale
by: Wang, Chenlong, et al.
Published: (2025)

Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models
by: Xu, Fangzhi, et al.
Published: (2024)

Attention-guided Self-reflection for Zero-shot Hallucination Detection in Large Language Models
by: Liu, Qiang, et al.
Published: (2025)

Toward Purpose-oriented Topic Model Evaluation enabled by Large Language Models
by: Tan, Zhiyin, et al.
Published: (2025)

Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation
by: Tan, Zhiyin, et al.
Published: (2025)

Focusing on Language: Revealing and Exploiting Language Attention Heads in Multilingual Large Language Models
by: Liu, Xin, et al.
Published: (2025)

Personalized Topic Selection Model for Topic-Grounded Dialogue
by: Fan, Shixuan, et al.
Published: (2024)

A Novel Self-Evolution Framework for Large Language Models
by: Sun, Haoran, et al.
Published: (2025)

Topic-aware Large Language Models for Summarizing the Lived Healthcare Experiences Described in Health Stories
by: Bilalpur, Maneesh, et al.
Published: (2025)

UrbanGPT: Spatio-Temporal Large Language Models
by: Li, Zhonghang, et al.
Published: (2024)

LLM as Attention-Informed NTM and Topic Modeling as long-input Generation: Interpretability and long-Context Capability
by: Xu, Xuan, et al.
Published: (2025)

Exploring Anti-Aging Literature via ConvexTopics and Large Language Models
by: Yeganova, Lana E., et al.
Published: (2026)

Attention Basin: Why Contextual Position Matters in Large Language Models
by: Yi, Zihao, et al.
Published: (2025)

Self-Selected Attention Span for Accelerating Large Language Model Inference
by: Jin, Tian, et al.
Published: (2024)

Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models
by: Wang, Wen, et al.
Published: (2025)

Evaluating List Construction and Temporal Understanding capabilities of Large Language Models
by: Dumitru, Alexandru, et al.
Published: (2025)