← Learning Types
Deep Learning › Learning Types ›

Representation Learning

4516 directly classified papers

Papers per year

Papers

Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025
Negative Matters: Multi-Granularity Hard-Negative Synthesis and Anchor-Token-Aware Pooling for Enhanced Text Embeddings ACL 2025
Re3Syn: A Dependency-Based Data Synthesis Framework for Long-Context Post-training ACL 2025
I0T: Embedding Standardization Method Towards Zero Modality Gap ACL 2025
Better Embeddings with Coupled Adam ACL 2025
Parameter-Aware Contrastive Knowledge Editing: Tracing and Rectifying based on Critical Transmission Paths ACL 2025
PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment ACL 2025
Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models ACL 2025
Not All Terms Matter: Recall-Oriented Adaptive Learning for PLM-aided Query Expansion in Open-Domain Question Answering ACL 2025
Keys to Robust Edits: From Theoretical Insights to Practical Advances ACL 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025
Steering off Course: Reliability Challenges in Steering Language Models ACL 2025
Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025
Multi-Attribute Steering of Language Models via Targeted Intervention ACL 2025
Acquisition and Application of Novel Knowledge in Large Language Models ACL 2025
OASIS: Order-Augmented Strategy for Improved Code Search ACL 2025
CKnowEdit: A New Chinese Knowledge Editing Dataset for Linguistics, Facts, and Logic Error Correction in LLMs ACL 2025
LLMs + Persona-Plug = Personalized LLMs ACL 2025
Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025
Enhancing Neural Machine Translation Through Target Language Data: A kNN-LM Approach for Domain Adaptation ACL 2025
On Support Samples of Next Word Prediction ACL 2025
Less Mature is More Adaptable for Sentence-level Language Modeling ACL 2025
CxGGEC: Construction-Guided Grammatical Error Correction ACL 2025
CoT-based Synthesizer: Enhancing LLM Performance through Answer Synthesis ACL 2025
FineReason: Evaluating and Improving LLMs’ Deliberate Reasoning through Reflective Puzzle Solving ACL 2025