Cover Image

Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Peng, Letian, Gu, Yi, Dong, Chengyu, Wang, Zihan, Shang, Jingbo
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Incubating Text Classifiers Following User Instruction with Nothing but LLM
by: Peng, Letian, et al.
Published: (2024)

Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMs
by: Zhou, Shang, et al.
Published: (2024)

Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation
by: Peng, Letian, et al.
Published: (2023)

Open-world Multi-label Text Classification with Extremely Weak Supervision
by: Li, Xintong, et al.
Published: (2024)

Linear Correlation in LM's Compositional Generalization and Hallucination
by: Peng, Letian, et al.
Published: (2025)

Codified Foreshadowing-Payoff Text Generation
by: Yun, Longfei, et al.
Published: (2026)

Answer is All You Need: Instruction-following Text Embedding via Answering the Question
by: Peng, Letian, et al.
Published: (2024)

Quantifying and Optimizing Global Faithfulness in Persona-driven Role-playing
by: Peng, Letian, et al.
Published: (2024)

Codifying Character Logic in Role-Playing
by: Peng, Letian, et al.
Published: (2025)

Correlation and Navigation in the Vocabulary Key Representation Space of Language Models
by: Peng, Letian, et al.
Published: (2024)

MetaIE: Distilling a Meta Model from LLM for All Kinds of Information Extraction Tasks
by: Peng, Letian, et al.
Published: (2024)

UltraGen: Extremely Fine-grained Controllable Generation via Attribute Reconstruction and Global Preference Optimization
by: Yun, Longfei, et al.
Published: (2025)

Cuckoo: An IE Free Rider Hatched by Massive Nutrition in LLM's Nest
by: Peng, Letian, et al.
Published: (2025)

RulePrompt: Weakly Supervised Text Classification with Prompting PLMs and Self-Iterative Logical Rules
by: Li, Miaomiao, et al.
Published: (2024)

Codified Finite-state Machines for Role-playing
by: Peng, Letian, et al.
Published: (2026)

Utilizing Local Hierarchy with Adversarial Training for Hierarchical Text Classification
by: Wang, Zihan, et al.
Published: (2024)

Deriving Character Logic from Storyline as Codified Decision Trees
by: Peng, Letian, et al.
Published: (2026)

When is the consistent prediction likely to be a correct prediction?
by: Nguyen, Alex, et al.
Published: (2024)

The Price of Format: Diversity Collapse in LLMs
by: Yun, Longfei, et al.
Published: (2025)

How to Train Text Summarization Model with Weak Supervisions
by: Wang, Yanbo, et al.
Published: (2024)

Optimizing Language Model's Reasoning Abilities with Weak Supervision
by: Tong, Yongqi, et al.
Published: (2024)

Text Embeddings by Weakly-Supervised Contrastive Pre-training
by: Wang, Liang, et al.
Published: (2022)

Text Classification Under Class Distribution Shift: A Survey
by: Costache, Adriana Valentina, et al.
Published: (2025)

Class-Aware Contrastive Optimization for Imbalanced Text Classification
by: Khvatskii, Grigorii, et al.
Published: (2024)

Order Matters: Rethinking Prompt Construction in In-Context Learning
by: Li, Warren, et al.
Published: (2025)

Text Generation Beyond Discrete Token Sampling
by: Zhuang, Yufan, et al.
Published: (2025)

Performance Analysis of Supervised Machine Learning Algorithms for Text Classification
by: Mishu, Sadia Zaman, et al.
Published: (2025)

Weakly Supervised Text-to-SQL Parsing through Question Decomposition
by: Wolfson, Tomer, et al.
Published: (2021)

Low-Resource Fast Text Classification Based on Intra-Class and Inter-Class Distance Calculation
by: Mao, Yanxu, et al.
Published: (2024)

Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification
by: Ji, Ke, et al.
Published: (2024)

Bayesian WeakS-to-Strong from Text Classification to Generation
by: Cui, Ziyun, et al.
Published: (2024)

Decoding Linguistic Nuances in Mental Health Text Classification Using Expressive Narrative Stories
by: Tang, Jinwen, et al.
Published: (2024)

BOOKMARKS: Efficient Active Storyline Memory for Role-playing
by: Peng, Letian, et al.
Published: (2026)

GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models
by: Zeng, Min, et al.
Published: (2025)

Training Language Models to Generate Text with Citations via Fine-grained Rewards
by: Huang, Chengyu, et al.
Published: (2024)

Label Distribution Learning-Enhanced Dual-KNN for Text Classification
by: Yuan, Bo, et al.
Published: (2025)

TextFormer: A Query-based End-to-End Text Spotter with Mixed Supervision
by: Zhai, Yukun, et al.
Published: (2023)

Modeling Text-Label Alignment for Hierarchical Text Classification
by: Kumar, Ashish, et al.
Published: (2024)

The Efficiency of Pre-training with Objective Masking in Pseudo Labeling for Semi-Supervised Text Classification
by: Hatefi, Arezoo, et al.
Published: (2025)

Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection
by: Zhang, Yuwei, et al.
Published: (2025)