Cover Image

On-the-fly Denoising for Data Augmentation in Natural Language Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Fang, Tianqing, Zhou, Wenxuan, Liu, Fangyu, Zhang, Hongming, Song, Yangqiu, Chen, Muhao
Format:	Preprint
Published:	2022
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

Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning
by: Fang, Tianqing, et al.
Published: (2023)

AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph
by: Wang, Zhaowei, et al.
Published: (2023)

Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs
by: Fang, Tianqing, et al.
Published: (2024)

Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization
by: He, Mutian, et al.
Published: (2022)

Concept-Reversed Winograd Schema Challenge: Evaluating and Improving Robust Reasoning in Large Language Models via Abstraction
by: Han, Kaiqiao, et al.
Published: (2024)

ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Bases
by: Do, Quyet V., et al.
Published: (2024)

Code Execution as Grounded Supervision for LLM Reasoning
by: Jung, Dongwon, et al.
Published: (2025)

Taming Extreme Tokens: Covariance-Aware GRPO with Gaussian-Kernel Advantage Reweighting
by: Wang, Cheng, et al.
Published: (2026)

The Cognitive Bandwidth Bottleneck: Shifting Long-Horizon Agent from Planning with Actions to Planning with Schemas
by: Xu, Baixuan, et al.
Published: (2025)

ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning
by: Zhang, Liyu, et al.
Published: (2024)

Understanding Inter-Session Intentions via Complex Logical Reasoning
by: Bai, Jiaxin, et al.
Published: (2023)

WebRollback: Enhancing Web Agents with Explicit Rollback Mechanisms
by: Zhang, Zhisong, et al.
Published: (2025)

Offset Unlearning for Large Language Models
by: Huang, James Y., et al.
Published: (2024)

From Shortcuts to Triggers: Backdoor Defense with Denoised PoE
by: Liu, Qin, et al.
Published: (2023)

World-Model-Augmented Web Agents with Action Correction
by: Shen, Zhouzhou, et al.
Published: (2026)

AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models
by: Liu, Xiaogeng, et al.
Published: (2023)

ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails
by: Wen, Xiaofei, et al.
Published: (2025)

OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization
by: He, Hongliang, et al.
Published: (2024)

AtlasKV: Augmenting LLMs with Billion-Scale Knowledge Graphs in 20GB VRAM
by: Huang, Haoyu, et al.
Published: (2025)

Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models
by: Yu, Wenhao, et al.
Published: (2023)

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning
by: Zheng, Tianshi, et al.
Published: (2026)

Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation
by: Jung, Dongwon, et al.
Published: (2024)

Red Teaming Language Models for Processing Contradictory Dialogues
by: Wen, Xiaofei, et al.
Published: (2024)

NegotiationToM: A Benchmark for Stress-testing Machine Theory of Mind on Negotiation Surrounding
by: Chan, Chunkit, et al.
Published: (2024)

Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation
by: Zhang, Hongxiang, et al.
Published: (2025)

Semantic-Clipping: Efficient Vision-Language Modeling with Semantic-Guidedd Visual Selection
by: Li, Bangzheng, et al.
Published: (2025)

mDPO: Conditional Preference Optimization for Multimodal Large Language Models
by: Wang, Fei, et al.
Published: (2024)

Teaching Language Models To Gather Information Proactively
by: Huang, Tenghao, et al.
Published: (2025)

FamiCom: Further Demystifying Prompts for Language Models with Task-Agnostic Performance Estimation
by: Li, Bangzheng, et al.
Published: (2024)

Understanding Network Behaviors through Natural Language Question-Answering
by: Xing, Mingzhe, et al.
Published: (2025)

MetaScale: Test-Time Scaling with Evolving Meta-Thoughts
by: Liu, Qin, et al.
Published: (2025)

OmniStruct: Universal Text-to-Structure Generation across Diverse Schemas
by: Huang, James Y., et al.
Published: (2025)

Transformers for Complex Query Answering over Knowledge Hypergraphs
by: Tsang, Hong Ting, et al.
Published: (2025)

How Fragile is Relation Extraction under Entity Replacements?
by: Wang, Yiwei, et al.
Published: (2023)

SeRL: Self-Play Reinforcement Learning for Large Language Models with Limited Data
by: Fang, Wenkai, et al.
Published: (2025)

Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis
by: Yuan, Lin, et al.
Published: (2025)

SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment
by: Liu, Qin, et al.
Published: (2024)

Natural Context Drift Undermines the Natural Language Understanding of Large Language Models
by: Wu, Yulong, et al.
Published: (2025)

SocREval: Large Language Models with the Socratic Method for Reference-Free Reasoning Evaluation
by: He, Hangfeng, et al.
Published: (2023)

Diversity-oriented Data Augmentation with Large Language Models
by: Wang, Zaitian, et al.
Published: (2025)