Natural Language Processing

The Role of Sparsity for Length Generalization in LLMs ICML 2025 The Rotary Position Embedding May Cause Dimension Inefficiency in Attention Heads for Long-Distance Retrieval ACL 2025 The Russian-focused embedders’ exploration: ruMTEB benchmark and Russian embedding model design NAACL 2025 The Same but Different: Structural Similarities and Differences in Multilingual Language Modeling ICLR 2025 The Search for Conflicts of Interest: Open Information Extraction in Scientific Publications EMNLP 2025 These Aren’t the Vectors You’re Looking For: A Proof of Quantum Advantage in Compositional Generalization AACL 2025 The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding? ACL 2025 The ShareLM Collection and Plugin: Contributing Human-Model Chats for the Benefit of the Community ACL 2025 Thesis Proposal: A NeuroSymbolic Approach to Control Task-Oriented Dialog Systems IJCNLP 2025 Thesis Proposal: Efficient Methods for Natural Language Generation/Understanding Systems IJCNLP 2025 The State and Fate of Summarization Datasets: A Survey NAACL 2025 The State of Multilingual LLM Safety Research: From Measuring The Language Gap To Mitigating It EMNLP 2025 The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models EMNLP 2025 The Surprising Effectiveness of Test-Time Training for Few-Shot Learning ICML 2025 The Theater Stage as Laboratory: Review of Real-Time Comedy LLM Systems for Live Performance COLING 2025 The TIP of the Iceberg: Revealing a Hidden Class of Task-in-Prompt Adversarial Attacks on LLMs ACL 2025 The Translation Barrier Hypothesis: Multilingual Generation with Large Language Models Suffers from Implicit Translation Failure IJCNLP 2025 The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models ACL 2025 The UD-NewsCrawl Treebank: Reflections and Challenges from a Large-scale Tagalog Syntactic Annotation Project ACL 2025 The underlying structures of self-attention: symmetry, directionality, and emergent dynamics in Transformer training ICML 2025 The UNLP 2025 Shared Task on Detecting Social Media Manipulation ACL 2025 The Unreasonable Effectiveness of Model Merging for Cross-Lingual Transfer in LLMs EMNLP 2025 The Validation Gap: A Mechanistic Analysis of How Language Models Compute Arithmetic but Fail to Validate It EMNLP 2025 They want to pretend not to understand: The Limits of Current LLMs in Interpreting Implicit Content of Political Discourse ACL 2025 Think and Recall: Layer-Level Prompting for Lifelong Model Editing EMNLP 2025