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Methodology
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Machine Learning
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Learning Types
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Weakly Supervised Learning
3895 directly classified papers
Papers per year
2002: 5
2003: 3
2004: 3
2005: 1
2006: 7
2007: 8
2008: 7
2009: 13
2010: 20
2011: 7
2012: 11
2013: 43
2014: 35
2015: 66
2016: 74
2017: 133
2018: 194
2019: 388
2020: 388
2021: 566
2022: 469
2023: 588
2024: 435
2025: 350
2026: 81
Papers
CheXalign: Preference fine-tuning in chest X-ray interpretation models without human feedback
ACL 2025
Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective
ACL 2025
The Nature of NLP: Analyzing Contributions in NLP Papers
ACL 2025
Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets
ACL 2025
Response Wide Shut? Surprising Observations in Basic Vision Language Model Capabilities
ACL 2025
Generative Reward Modeling via Synthetic Criteria Preference Learning
ACL 2025
TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring
ACL 2025
Synergistic Weak-Strong Collaboration by Aligning Preferences
ACL 2025
Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge?
ACL 2025
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning Based on Emotional Information
ACL 2025
FRACTAL: Fine-Grained Scoring from Aggregate Text Labels
ACL 2025
Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing
ACL 2025
The Distracting Effect: Understanding Irrelevant Passages in RAG
ACL 2025
OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference
ACL 2025
Improving Medical Large Vision-Language Models with Abnormal-Aware Feedback
ACL 2025
Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification
ACL 2025
Disentangling Biased Knowledge from Reasoning in Large Language Models via Machine Unlearning
ACL 2025
Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback
ACL 2025
Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge
ACL 2025
Pattern Recognition or Medical Knowledge? The Problem with Multiple-Choice Questions in Medicine
ACL 2025
Self-Taught Agentic Long Context Understanding
ACL 2025
Generating Diverse Training Samples for Relation Extraction with Large Language Models
ACL 2025
CMHKF: Cross-Modality Heterogeneous Knowledge Fusion for Weakly Supervised Video Anomaly Detection
ACL 2025
First-AID: the first Annotation Interface for grounded Dialogues
ACL 2025
DeMeVa at LeWiDi-2025: Modeling Perspectives with In-Context Learning and Label Distribution Learning
EMNLP 2025
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