Application Areas
34,437 papers (4 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Domain Adaptation (9,897)
Efficient Computing (8,226)
Data Augmentation (3,648)
Fairness (3,574)
Knowledge Distillation (3,219)
Privacy (3,022)
Domain Generalization (1,972)
Model Compression (1,736)
Risk Management (1,119)
Model Merging (592)
Recommender Systems (343)
Information Retrieval (249)
Text Classification (144)
Text Processing (2)
Papers per year
1
3
5
5
4
19
24
28
26
35
42
55
142
116
147
330
517
1,020
1,828
2,498
3,411
3,854
5,063
6,422
7,176
1,666
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection
ACL 2025
LLM Evaluate: An Industry-Focused Evaluation Tool for Large Language Models
COLING 2025
LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation
ACL 2025
LLM-Friendly Knowledge Representation for Customer Support
COLING 2025
LLM-Generated Passphrases That Are Secure and Easy to Remember
NAACL 2025
LLM-Generated Rewrite and Context Modulation for Enhanced Vision Language Models in Digital Pathology
WACV 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself
EMNLP 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation
EMNLP 2025
LLM in the Loop: Creating the ParaDeHate Dataset for Hate Speech Detoxification
IJCNLP 2025
LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch
ICLR 2025
LLM-Powered User Simulator for Recommender System
AAAI 2025
LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education
NAACL 2025
LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs
NAACL 2025
LLMs are Privacy Erasable
EMNLP 2025
LLMs can Perform Multi-Dimensional Analytic Writing Assessments: A Case Study of L2 Graduate-Level Academic English Writing
ACL 2025
LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis
IJCNLP 2025
LLM Sensitivity Evaluation Framework for Clinical Diagnosis
COLING 2025
LLMs on a Budget? Say HOLA
EMNLP 2025
LLMs Reproduce Stereotypes of Sexual and Gender Minorities
EMNLP 2025
LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction
ACL 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation
ACL 2025
LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation
ACL 2025
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
NAACL 2025
LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations
COLING 2025
LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension
ICLR 2025