GiLT: Augmenting Transformer Language Models with Dependency Graphs
Fuente:
arXiv
Saved in:
| Main Authors: | Huang, Tianyu, Zhao, Yida, Zhou, Chuyan, Tu, Kewei |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dependency Transformer Grammars: Integrating Dependency Structures into Transformer Language Models
by: Zhao, Yida, et al.
Published: (2024)
by: Zhao, Yida, et al.
Published: (2024)
A Systematic Study of Compositional Syntactic Transformer Language Models
by: Zhao, Yida, et al.
Published: (2025)
by: Zhao, Yida, et al.
Published: (2025)
RoT: Enhancing Large Language Models with Reflection on Search Trees
by: Hui, Wenyang, et al.
Published: (2024)
by: Hui, Wenyang, et al.
Published: (2024)
Layer-Condensed KV Cache for Efficient Inference of Large Language Models
by: Wu, Haoyi, et al.
Published: (2024)
by: Wu, Haoyi, et al.
Published: (2024)
Augmenting Transformers with Recursively Composed Multi-grained Representations
by: Hu, Xiang, et al.
Published: (2023)
by: Hu, Xiang, et al.
Published: (2023)
Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale
by: Hu, Xiang, et al.
Published: (2024)
by: Hu, Xiang, et al.
Published: (2024)
Scaling Probabilistic Transformer via Efficient Cross-Scale Hyperparameter Transfer
by: Kuang, Penghao, et al.
Published: (2026)
by: Kuang, Penghao, et al.
Published: (2026)
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts
by: Chen, Zhuo, et al.
Published: (2024)
by: Chen, Zhuo, et al.
Published: (2024)
Learning Robust Named Entity Recognizers From Noisy Data With Retrieval Augmentation
by: Ai, Chaoyi, et al.
Published: (2024)
by: Ai, Chaoyi, et al.
Published: (2024)
Using Interpretation Methods for Model Enhancement
by: Chen, Zhuo, et al.
Published: (2024)
by: Chen, Zhuo, et al.
Published: (2024)
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling
by: Hu, Xiang, et al.
Published: (2024)
by: Hu, Xiang, et al.
Published: (2024)
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph
by: Zhou, Tong, et al.
Published: (2024)
by: Zhou, Tong, et al.
Published: (2024)
Freely Long-Thinking Transformer (FraiLT)
by: Tabak, Akbay
Published: (2024)
by: Tabak, Akbay
Published: (2024)
Sparser is Faster and Less is More: Efficient Sparse Attention for Long-Range Transformers
by: Lou, Chao, et al.
Published: (2024)
by: Lou, Chao, et al.
Published: (2024)
GiFT: Gibbs Fine-Tuning for Code Generation
by: Li, Haochen, et al.
Published: (2025)
by: Li, Haochen, et al.
Published: (2025)
A Systematic Study of Cross-Layer KV Sharing for Efficient LLM Inference
by: Wu, You, et al.
Published: (2024)
by: Wu, You, et al.
Published: (2024)
Parallel Continuous Chain-of-Thought with Jacobi Iteration
by: Wu, Haoyi, et al.
Published: (2025)
by: Wu, Haoyi, et al.
Published: (2025)
Enhancing Personality Recognition in Dialogue by Data Augmentation and Heterogeneous Conversational Graph Networks
by: Fu, Yahui, et al.
Published: (2024)
by: Fu, Yahui, et al.
Published: (2024)
EvolveSearch: An Iterative Self-Evolving Search Agent
by: Zhang, Dingchu, et al.
Published: (2025)
by: Zhang, Dingchu, et al.
Published: (2025)
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference
by: Chen, Zhuo, et al.
Published: (2025)
by: Chen, Zhuo, et al.
Published: (2025)
Structure Guided Prompt: Instructing Large Language Model in Multi-Step Reasoning by Exploring Graph Structure of the Text
by: Cheng, Kewei, et al.
Published: (2024)
by: Cheng, Kewei, et al.
Published: (2024)
Graph-Augmented Reasoning with Large Language Models for Tobacco Pest and Disease Management
by: Li, Siyu, et al.
Published: (2026)
by: Li, Siyu, et al.
Published: (2026)
Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering
by: Qian, Xinying, et al.
Published: (2025)
by: Qian, Xinying, et al.
Published: (2025)
Assessing the Performance of Chinese Open Source Large Language Models in Information Extraction Tasks
by: Cai, Yida, et al.
Published: (2024)
by: Cai, Yida, et al.
Published: (2024)
Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures
by: Omidi, Parsa, et al.
Published: (2025)
by: Omidi, Parsa, et al.
Published: (2025)
Evaluation of Machine Translation Based on Semantic Dependencies and Keywords
by: Yuan, Kewei, et al.
Published: (2024)
by: Yuan, Kewei, et al.
Published: (2024)
GiVA: Gradient-Informed Bases for Vector-Based Adaptation
by: Gangwar, Neeraj, et al.
Published: (2026)
by: Gangwar, Neeraj, et al.
Published: (2026)
Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling
by: Mu, Yida, et al.
Published: (2024)
by: Mu, Yida, et al.
Published: (2024)
Addressing Topic Granularity and Hallucination in Large Language Models for Topic Modelling
by: Mu, Yida, et al.
Published: (2024)
by: Mu, Yida, et al.
Published: (2024)
Hardware-aligned Hierarchical Sparse Attention for Efficient Long-term Memory Access
by: Hu, Xiang, et al.
Published: (2025)
by: Hu, Xiang, et al.
Published: (2025)
DOS: Dependency-Oriented Sampler for Masked Diffusion Language Models
by: Zhou, Xueyu, et al.
Published: (2026)
by: Zhou, Xueyu, et al.
Published: (2026)
Idiosyncrasies in Large Language Models
by: Sun, Mingjie, et al.
Published: (2025)
by: Sun, Mingjie, et al.
Published: (2025)
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation
by: Yuan, Dun, et al.
Published: (2025)
by: Yuan, Dun, et al.
Published: (2025)
CoLT: Reasoning with Chain of Latent Tool Calls
by: Zhu, Fangwei, et al.
Published: (2026)
by: Zhu, Fangwei, et al.
Published: (2026)
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
by: Zhang, Qinggang, et al.
Published: (2025)
by: Zhang, Qinggang, et al.
Published: (2025)
DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference Acceleration
by: Zhang, Hanzhi, et al.
Published: (2025)
by: Zhang, Hanzhi, et al.
Published: (2025)
Unleashing Large Language Models' Proficiency in Zero-shot Essay Scoring
by: Lee, Sanwoo, et al.
Published: (2024)
by: Lee, Sanwoo, et al.
Published: (2024)
cantnlp@LT-EDI-2024: Automatic Detection of Anti-LGBTQ+ Hate Speech in Under-resourced Languages
by: Wong, Sidney G. -J., et al.
Published: (2024)
by: Wong, Sidney G. -J., et al.
Published: (2024)
CSIRO-LT at SemEval-2025 Task 11: Adapting LLMs for Emotion Recognition for Multiple Languages
by: Chen, Jiyu, et al.
Published: (2025)
by: Chen, Jiyu, et al.
Published: (2025)
Improving Retrieval Augmented Language Model with Self-Reasoning
by: Xia, Yuan, et al.
Published: (2024)
by: Xia, Yuan, et al.
Published: (2024)
Similar Items
-
Dependency Transformer Grammars: Integrating Dependency Structures into Transformer Language Models
by: Zhao, Yida, et al.
Published: (2024) -
A Systematic Study of Compositional Syntactic Transformer Language Models
by: Zhao, Yida, et al.
Published: (2025) -
RoT: Enhancing Large Language Models with Reflection on Search Trees
by: Hui, Wenyang, et al.
Published: (2024) -
Layer-Condensed KV Cache for Efficient Inference of Large Language Models
by: Wu, Haoyi, et al.
Published: (2024) -
Augmenting Transformers with Recursively Composed Multi-grained Representations
by: Hu, Xiang, et al.
Published: (2023)