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)
Beyond Reconstruction: Generating Privacy-Preserving Clinical Letters
NAACL 2025
Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining
EMNLP 2025
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation
EMNLP 2025
Beyond Sequence: Impact of Geometric Context for RNA Property Prediction
ICLR 2025
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection
ACL 2025
Beyond Simple Edits: Composed Video Retrieval with Dense Modifications
ICCV 2025
Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation
ACL 2025
Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models
EMNLP 2025
Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis
ACL 2025
Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing
EMNLP 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems
EMNLP 2025
Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning
ICML 2025
Beyond Text: Characterizing Domain Expert Needs in Document Research
ACL 2025
Beyond Text Compression: Evaluating Tokenizers Across Scales
ACL 2025
Beyond Text-to-SQL for IoT Defense: A Comprehensive Framework for Querying and Classifying IoT Threats
NAACL 2025
Beyond Text: Unveiling Privacy Vulnerabilities in Multi-modal Retrieval-Augmented Generation
EMNLP 2025
Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs
ICCV 2025
Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering
ICCV 2025
Beyond the Limits: Overcoming Negative Correlation of Activation-Based Training-Free NAS
ICCV 2025
Beyond the Mode: Sequence-Level Distillation of Multilingual Translation Models for Low-Resource Language Pairs
NAACL 2025
Beyond the Rubric: Cultural Misalignment in LLM Benchmarks for Sexual and Reproductive Health
AACL 2025
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset
NAACL 2025
Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs
EMNLP 2025
Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models
ACL 2025
Beyond WER: Probing Whisper’s Sub‐token Decoder Across Diverse Language Resource Levels
EMNLP 2025