LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction
Fuente:
arXiv
Saved in:
| Main Authors: | Zhou, Hanzhang, Qian, Junlang, Feng, Zijian, Lu, Hui, Zhu, Zixiao, Mao, Kezhi |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Unveiling and Manipulating Prompt Influence in Large Language Models
by: Feng, Zijian, et al.
Published: (2024)
by: Feng, Zijian, et al.
Published: (2024)
Logit Separability-Driven Samples and Multiple Class-Related Words Selection for Advancing In-Context Learning
by: Zixiao, Zhu, et al.
Published: (2024)
by: Zixiao, Zhu, et al.
Published: (2024)
UniBias: Unveiling and Mitigating LLM Bias through Internal Attention and FFN Manipulation
by: Zhou, Hanzhang, et al.
Published: (2024)
by: Zhou, Hanzhang, et al.
Published: (2024)
Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction
by: Qian, Junlang, et al.
Published: (2025)
by: Qian, Junlang, et al.
Published: (2025)
FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text Generation
by: Feng, Zijian, et al.
Published: (2024)
by: Feng, Zijian, et al.
Published: (2024)
Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven Prompting for LLMs
by: Sun, Tongyue, et al.
Published: (2024)
by: Sun, Tongyue, et al.
Published: (2024)
Rethinking Prompt Optimizers: From Prompt Merits to Optimization
by: Zhu, Zixiao, et al.
Published: (2025)
by: Zhu, Zixiao, et al.
Published: (2025)
Domain Lexical Knowledge-based Word Embedding Learning for Text Classification under Small Data
by: Zhu, Zixiao, et al.
Published: (2025)
by: Zhu, Zixiao, et al.
Published: (2025)
Fine-Grained Activation Steering: Steering Less, Achieving More
by: Feng, Zijian, et al.
Published: (2026)
by: Feng, Zijian, et al.
Published: (2026)
Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument Extraction
by: Liu, Wanlong, et al.
Published: (2024)
by: Liu, Wanlong, et al.
Published: (2024)
Restoring Pruned Large Language Models via Lost Component Compensation
by: Feng, Zijian, et al.
Published: (2025)
by: Feng, Zijian, et al.
Published: (2025)
HPSS: Heuristic Prompting Strategy Search for LLM Evaluators
by: Wen, Bosi, et al.
Published: (2025)
by: Wen, Bosi, et al.
Published: (2025)
Event Argument Extraction with Enriched Prompts
by: Liang, Chen
Published: (2025)
by: Liang, Chen
Published: (2025)
Generating Uncontextualized and Contextualized Questions for Document-Level Event Argument Extraction
by: Uddin, Md Nayem, et al.
Published: (2024)
by: Uddin, Md Nayem, et al.
Published: (2024)
A Semantic Mention Graph Augmented Model for Document-Level Event Argument Extraction
by: Zhang, Jian, et al.
Published: (2024)
by: Zhang, Jian, et al.
Published: (2024)
Defenses Against Prompt Attacks Learn Surface Heuristics
by: Li, Shawn, et al.
Published: (2026)
by: Li, Shawn, et al.
Published: (2026)
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models
by: Lin, Lei, et al.
Published: (2026)
by: Lin, Lei, et al.
Published: (2026)
EoH-S: Evolution of Heuristic Set using LLMs for Automated Heuristic Design
by: Liu, Fei, et al.
Published: (2025)
by: Liu, Fei, et al.
Published: (2025)
Document-Level Event Extraction with Definition-Driven ICL
by: Liu, Zhuoyuan, et al.
Published: (2024)
by: Liu, Zhuoyuan, et al.
Published: (2024)
Robust Heuristic Algorithm Design with LLMs
by: Karimi, Pantea, et al.
Published: (2025)
by: Karimi, Pantea, et al.
Published: (2025)
Detection Method for Prompt Injection by Integrating Pre-trained Model and Heuristic Feature Engineering
by: Ji, Yi, et al.
Published: (2025)
by: Ji, Yi, et al.
Published: (2025)
Heuristic Strategies of Self-Regulated Learning in University Students
by: Dulio OSEDA GAGO
Published: (2020)
by: Dulio OSEDA GAGO
Published: (2020)
RoCo: Role-Based LLMs Collaboration for Automatic Heuristic Design
by: Xu, Jiawei, et al.
Published: (2025)
by: Xu, Jiawei, et al.
Published: (2025)
Generalizable Heuristic Generation Through LLMs with Meta-Optimization
by: Shi, Yiding, et al.
Published: (2025)
by: Shi, Yiding, et al.
Published: (2025)
LLM-Driven Instance-Specific Heuristic Generation and Selection
by: Zhang, Shaofeng, et al.
Published: (2025)
by: Zhang, Shaofeng, et al.
Published: (2025)
Adaptive Variational Continual Learning via Task-Heuristic Modelling
by: Yang, Fan
Published: (2024)
by: Yang, Fan
Published: (2024)
AHD Agent: Agentic Reinforcement Learning for Automatic Heuristic Design
by: Lv, Haoze, et al.
Published: (2026)
by: Lv, Haoze, et al.
Published: (2026)
Gold-Medal-Level Olympiad Geometry Solving with Efficient Heuristic Auxiliary Constructions
by: Duan, Boyan, et al.
Published: (2025)
by: Duan, Boyan, et al.
Published: (2025)
Rethinking Graph-Based Document Classification: Learning Data-Driven Structures Beyond Heuristic Approaches
by: Bugueño, Margarita, et al.
Published: (2025)
by: Bugueño, Margarita, et al.
Published: (2025)
Heuristically Adaptive Diffusion-Model Evolutionary Strategy
by: Hartl, Benedikt, et al.
Published: (2024)
by: Hartl, Benedikt, et al.
Published: (2024)
Heuristically Adaptive Diffusion‐Model Evolutionary Strategy
by: Benedikt Hartl, et al.
Published: (2026)
by: Benedikt Hartl, et al.
Published: (2026)
One Small and One Large for Document-level Event Argument Extraction
by: Peng, Jiaren, et al.
Published: (2024)
by: Peng, Jiaren, et al.
Published: (2024)
Data Provenance-Driven Heuristic Optimization Algorithm
by: Zhang, Jincheng
Published: (2025)
by: Zhang, Jincheng
Published: (2025)
Bidirectional Bounded-Suboptimal Heuristic Search with Consistent Heuristics
by: Shperberg, Shahaf S., et al.
Published: (2025)
by: Shperberg, Shahaf S., et al.
Published: (2025)
Planning of Heuristics: Strategic Planning on Large Language Models with Monte Carlo Tree Search for Automating Heuristic Optimization
by: Wang, Hui, et al.
Published: (2025)
by: Wang, Hui, et al.
Published: (2025)
Utilizing Contextual Clues and Role Correlations for Enhancing Document-level Event Argument Extraction
by: Liu, Wanlong, et al.
Published: (2023)
by: Liu, Wanlong, et al.
Published: (2023)
Experience-Guided Reflective Co-Evolution of Prompts and Heuristics for Automatic Algorithm Design
by: Liu, Yihong, et al.
Published: (2025)
by: Liu, Yihong, et al.
Published: (2025)
Hierarchical Task Network Planning with LLM-Generated Heuristics
by: Meneguzzi, Felipe, et al.
Published: (2026)
by: Meneguzzi, Felipe, et al.
Published: (2026)
Philosophical Heuristics
by: Hartman, Jan
Published: (2024)
by: Hartman, Jan
Published: (2024)
Understanding Sample Generation Strategies for Learning Heuristic Functions in Classical Planning
by: Bettker, R. V., et al.
Published: (2022)
by: Bettker, R. V., et al.
Published: (2022)
Similar Items
-
Unveiling and Manipulating Prompt Influence in Large Language Models
by: Feng, Zijian, et al.
Published: (2024) -
Logit Separability-Driven Samples and Multiple Class-Related Words Selection for Advancing In-Context Learning
by: Zixiao, Zhu, et al.
Published: (2024) -
UniBias: Unveiling and Mitigating LLM Bias through Internal Attention and FFN Manipulation
by: Zhou, Hanzhang, et al.
Published: (2024) -
Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction
by: Qian, Junlang, et al.
Published: (2025) -
FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text Generation
by: Feng, Zijian, et al.
Published: (2024)