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Representation Learning

2843 directly classified papers

Papers per year

Papers

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression NAACL 2025
BIG5-CHAT: Shaping LLM Personalities Through Training on Human-Grounded Data ACL 2025
What can Large Language Models Capture about Code Functional Equivalence? NAACL 2025
Comparing Language Models of Different Scales for Security-Focused Tabular Query Generation and Reasoning IJCNLP 2025
Hard Emotion Test Evaluation Sets for Language Models NAACL 2025
Representation-driven Option Discovery in Reinforcement Learning AAAI 2025
Comparing representations of long clinical texts for the task of patient-note identification NAACL 2025
Generate but Verify: Answering with Faithfulness in RAG-based Question Answering IJCNLP 2025
Challenging Assumptions in Learning Generic Text Style Embeddings NAACL 2025
Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025
Transferring Extreme Subword Style Using Ngram Model-Based Logit Scaling NAACL 2025
Are Humans as Brittle as Large Language Models? IJCNLP 2025
A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025
Impartial Multi-task Representation Learning via Variance-invariant Probabilistic Decoding ACL 2025
Efficient Document-level Event Relation Extraction NAACL 2025
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025
Reverse Probing: Evaluating Knowledge Transfer via Finetuned Task Embeddings for Coreference Resolution NAACL 2025
Multi-word Measures: Modeling Semantic Change in Compound Nouns ACL 2025
Probing Neural Network Generalization using Default Patterns NAACL 2025
Designing and Contextualising Probes for African Languages ACL 2025
SMAFIRA Shared Task at the BioNLP’2025 Workshop: Assessing the Similarity of the Research Goal ACL 2025
CTYUN-AI at SemEval-2025 Task 1: Learning to Rank for Idiomatic Expressions ACL 2025
LLMs Don’t Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations EMNLP 2025
LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025
Learning from Similar Linear Representations: Adaptivity, Minimaxity, and Robustness JMLR 2025