Supervised Learning

Linking Industry Sectors and Financial Statements: A Hybrid Approach for Company Classification AAAI 2025 Linking Language-based Distortion Detection to Mental Health Outcomes NAACL 2025 LuxVeri at GenAI Detection Task 1: Inverse Perplexity Weighted Ensemble for Robust Detection of AI-Generated Text across English and Multilingual Contexts COLING 2025 MATO: A Model-Agnostic Training Optimization for Aspect Sentiment Triplet Extraction NAACL 2025 Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025 MNLP@DravidianLangTech 2025: Transformers vs. Traditional Machine Learning: Analyzing Sentiment in Tamil Social Media Posts NAACL 2025 NarraDetect: An annotated dataset for the task of narrative detection NAACL 2025 Nota AI at GenAI Detection Task 1: Unseen Language-Aware Detection System for Multilingual Machine-Generated Text COLING 2025 Omni-Chart-600K: A Comprehensive Dataset of Chart Types for Chart Understanding NAACL 2025 On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation NAACL 2025 On Integrating LLMs Into an Argument Annotation Workflow ACL 2025 Optimized Gradient Clipping for Noisy Label Learning AAAI 2025 PDC & DM-SFT: A Road for LLM SQL Bug-Fix Enhancing COLING 2025 PerspectiveMod: A Perspectivist Resource for Deliberative Moderation EMNLP 2025 Potentially Problematic Word Usages and How to Detect Them: A Survey EMNLP 2025 PreClinIE: An Annotated Corpus for Information Extraction in Preclinical Studies ACL 2025 Predicting Fine-tuned Performance on Larger Datasets Before Creating Them COLING 2025 Probing for Arithmetic Errors in Language Models EMNLP 2025 QSpell 250K: A Large-Scale, Practical Dataset for Chinese Search Query Spell Correction NAACL 2025 Reading Between the Lines: A dataset and a study on why some texts are tougher than others COLING 2025 ReCoT: Reflective Self-Correction Training for Mitigating Confirmation Bias in Large Vision-Language Models ICCV 2025 Recursive Training Loops in LLMs: How training data properties modulate distribution shift in generated data? EMNLP 2025 RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers COLING 2025 ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuning EMNLP 2025 RMKMavericks@DravidianLangTech 2025: Tackling Abusive Tamil and Malayalam Text Targeting Women: A Linguistic Approach NAACL 2025