Image de couverture de livre

Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteur principal:	Jha, Pritesh
Format:	Preprint
Publié:	2026
Sujets:	Computation and Language Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection
par: Jha, Pritesh
Publié: (2026)

A Hybrid DeBERTa and Gated Broad Learning System for Cyberbullying Detection in English Text
par: Kumar, Devesh
Publié: (2025)

Performance Evaluation of Emotion Classification in Japanese Using RoBERTa and DeBERTa
par: Takenaka, Yoichi
Publié: (2025)

Instruct-DeBERTa: A Hybrid Approach for Aspect-based Sentiment Analysis on Textual Reviews
par: Jayakody, Dineth, et autres
Publié: (2024)

An Advanced NLP Framework for Automated Medical Diagnosis with DeBERTa and Dynamic Contextual Positional Gating
par: Khaniki, Mohammad Ali Labbaf, et autres
Publié: (2025)

Sarang at DEFACTIFY 4.0: Detecting AI-Generated Text Using Noised Data and an Ensemble of DeBERTa Models
par: Trivedi, Avinash, et autres
Publié: (2025)

CGRA-DeBERTa Concept Guided Residual Augmentation Transformer for Theologically Islamic Understanding
par: Hussain, Tahir, et autres
Publié: (2026)

TLDR at SemEval-2024 Task 2: T5-generated clinical-Language summaries for DeBERTa Report Analysis
par: Das, Spandan, et autres
Publié: (2024)

NER- RoBERTa: Fine-Tuning RoBERTa for Named Entity Recognition (NER) within low-resource languages
par: Abdullah, Abdulhady Abas, et autres
Publié: (2024)

RaV-IDP: A Reconstruction-as-Validation Framework for Faithful Intelligent Document Processing
par: Jha, Pritesh
Publié: (2026)

PlantDeBERTa: An Open Source Language Model for Plant Science
par: Khey, Hiba, et autres
Publié: (2025)

multiMentalRoBERTa: A Fine-tuned Multiclass Classifier for Mental Health Disorder
par: Islam, K M Sajjadul, et autres
Publié: (2025)

DESS: DeBERTa Enhanced Syntactic-Semantic Aspect Sentiment Triplet Extraction
par: Thenuwara, Vishal, et autres
Publié: (2025)

SecureNet: A Comparative Study of DeBERTa and Large Language Models for Phishing Detection
par: Mahendru, Sakshi, et autres
Publié: (2024)

PII-Scope: A Comprehensive Study on Training Data PII Extraction Attacks in LLMs
par: Nakka, Krishna Kanth, et autres
Publié: (2024)

Scalable multilingual PII annotation for responsible AI in LLMs
par: Meena, Bharti, et autres
Publié: (2025)

GlotCC: An Open Broad-Coverage CommonCrawl Corpus and Pipeline for Minority Languages
par: Kargaran, Amir Hossein, et autres
Publié: (2024)

Data Quality Matters: Suicide Intention Detection on Social Media Posts Using RoBERTa-CNN
par: Lin, Emily, et autres
Publié: (2024)

StressRoBERTa: Cross-Condition Transfer Learning from Depression, Anxiety, and PTSD to Stress Detection
par: Alqahtani, Amal, et autres
Publié: (2025)

HydraLoRA: An Asymmetric LoRA Architecture for Efficient Fine-Tuning
par: Tian, Chunlin, et autres
Publié: (2024)

Bonafide at LegalLens 2024 Shared Task: Using Lightweight DeBERTa Based Encoder For Legal Violation Detection and Resolution
par: Bordia, Shikha
Publié: (2024)

Reasoning Towards Fairness: Mitigating Bias in Language Models through Reasoning-Guided Fine-Tuning
par: Kabra, Sanchit, et autres
Publié: (2025)

Spectrum Tuning: Post-Training for Distributional Coverage and In-Context Steerability
par: Sorensen, Taylor, et autres
Publié: (2025)

Instruction Tuning With Loss Over Instructions
par: Shi, Zhengyan, et autres
Publié: (2024)

GLiNER2-PII: A Multilingual Model for Personally Identifiable Information Extraction
par: Zaratiana, Urchade, et autres
Publié: (2026)

PANORAMA: A synthetic PII-laced dataset for studying sensitive data memorization in LLMs
par: Selvam, Sriram, et autres
Publié: (2025)

PIIGuard: Mitigating PII Harvesting under Adversarial Sanitization
par: Liu, Mingshuo, et autres
Publié: (2026)

A Study of Large Language Models for Patient Information Extraction: Model Architecture, Fine-Tuning Strategy, and Multi-task Instruction Tuning
par: Peng, Cheng, et autres
Publié: (2025)

PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding
par: Nakka, Krishna Kanth, et autres
Publié: (2024)

From LLM to Conversational Agent: A Memory Enhanced Architecture with Fine-Tuning of Large Language Models
par: Liu, Na, et autres
Publié: (2024)

Comparing LLM and Fine-Tuned Model Performance on NVDRS Circumstance Extraction with Varying Prompt Complexity
par: Martin, Geoffrey, et autres
Publié: (2026)

Duluth at SemEval-2026 Task 6: DeBERTa with LLM-Augmented Data for Unmasking Political Question Evasions
par: Syed, Shujauddin, et autres
Publié: (2026)

Binary Token-Level Classification with DeBERTa for All-Type MWE Identification: A Lightweight Approach with Linguistic Enhancement
par: Rossini, Diego, et autres
Publié: (2026)

Natural Language Fine-Tuning
par: Liu, Jia, et autres
Publié: (2024)

Parameter-Efficient Fine-Tuning for Medical Text Summarization: A Comparative Study of Lora, Prompt Tuning, and Full Fine-Tuning
par: Shernazarov, Ulugbek, et autres
Publié: (2026)

Mast Kalandar at SemEval-2024 Task 8: On the Trail of Textual Origins: RoBERTa-BiLSTM Approach to Detect AI-Generated Text
par: Bafna, Jainit Sushil, et autres
Publié: (2024)

PAFT: Prompt-Agnostic Fine-Tuning
par: Wei, Chenxing, et autres
Publié: (2025)

Parameter-Efficient Fine-Tuning With Adapters
par: Chen, Keyu, et autres
Publié: (2024)

Locale-Conditioned Few-Shot Prompting Mitigates Demonstration Regurgitation in On-Device PII Substitution with Small Language Models
par: Sadani, Anuj, et autres
Publié: (2026)

When Does Language Transfer Help? Sequential Fine-Tuning for Cross-Lingual Euphemism Detection
par: Sammartino, Julia, et autres
Publié: (2025)