Imagen de Portada

Open-world Multi-label Text Classification with Extremely Weak Supervision

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Li, Xintong, Jiang, Jinya, Dharmani, Ria, Srinivasa, Jayanth, Liu, Gaowen, Shang, Jingbo
Formato:	Preprint
Publicado:	2024
Materias:	Computation and Language
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning
por: Li, Xintong, et al.
Publicado: (2025)

Attention Reveals More Than Tokens: Training-Free Long-Context Reasoning with Attention-guided Retrieval
por: Zhang, Yuwei, et al.
Publicado: (2025)

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

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

TIER: Trajectory-Invariant Execution Rewards for Multi-Step Tool Composition
por: Kulkarni, Anay, et al.
Publicado: (2026)

Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification
por: Peng, Letian, et al.
Publicado: (2024)

FAMA: Failure-Aware Meta-Agentic Framework for Open-Source LLMs in Interactive Tool Use Environments
por: Saeidi, Amir, et al.
Publicado: (2026)

Retrieval-augmented Encoders for Extreme Multi-label Text Classification
por: Wang, Yau-Shian, et al.
Publicado: (2025)

MatchXML: An Efficient Text-label Matching Framework for Extreme Multi-label Text Classification
por: Ye, Hui, et al.
Publicado: (2023)

How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on $τ$-bench
por: Mishra, Venkatesh, et al.
Publicado: (2025)

Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning
por: Mishra, Venkatesh, et al.
Publicado: (2025)

SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning
por: Zhou, Kaiwen, et al.
Publicado: (2025)

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

Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic Dimension
por: Yin, Fan, et al.
Publicado: (2024)

Diverse Score Distillation
por: Xu, Yanbo, et al.
Publicado: (2024)

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

Your Extreme Multi-label Classifier is Secretly a Hierarchical Text Classifier for Free
por: Bertalis, Nerijus, et al.
Publicado: (2024)

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

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

Multi-label Text Classification using GloVe and Neural Network Models
por: Wang, Hongren
Publicado: (2023)

Label Dependencies-aware Set Prediction Networks for Multi-label Text Classification
por: Xinkai, Du, et al.
Publicado: (2023)

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

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

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

LLMs Lean on Priors, Not Programming Language Semantics
por: Thimmaiah, Aditya, et al.
Publicado: (2025)

Importance Sampling for Multi-Negative Multimodal Direct Preference Optimization
por: Li, Xintong, et al.
Publicado: (2025)

A Retrieve-and-Read Framework for Knowledge Graph Link Prediction
por: Pahuja, Vardaan, et al.
Publicado: (2022)

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

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

An Extreme Multi-label Text Classification (XMTC) Library Dataset: What if we took "Use of Practical AI in Digital Libraries" seriously?
por: D'Souza, Jennifer, et al.
Publicado: (2026)

CrisisSense-LLM: Instruction Fine-Tuned Large Language Model for Multi-label Social Media Text Classification in Disaster Informatics
por: Yin, Kai, et al.
Publicado: (2024)

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

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

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

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

SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills
por: Zheng, Boyuan, et al.
Publicado: (2025)

WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification
por: Jiang, Yiwen, et al.
Publicado: (2025)

Towards Weakly-Supervised Hate Speech Classification Across Datasets
por: Jin, Yiping, et al.
Publicado: (2023)

Towards Hierarchical Multi-Agent Workflows for Zero-Shot Prompt Optimization
por: Liu, Yuchi, et al.
Publicado: (2024)

Multi-label Sequential Sentence Classification via Large Language Model
por: Lan, Mengfei, et al.
Publicado: (2024)