Large Language Models

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 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 underlying structures of self-attention: symmetry, directionality, and emergent dynamics in Transformer training ICML 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 ThinkAnswer Loss: Balancing Semantic Similarity and Exact Matching for LLM Reasoning Enhancement EMNLP 2025 Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025 Think Right, Not More: Test-Time Scaling for Numerical Claim Verification EMNLP 2025 Think Twice, Generate Once: Safeguarding by Progressive Self-Reflection EMNLP 2025 Think, Verbalize, then Speak: Bridging Complex Thoughts and Comprehensible Speech EMNLP 2025 This is not a Disimprovement: Improving Negation Reasoning in Large Language Models via Prompt Engineering EMNLP 2025 Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs NAACL 2025 TidalDecode: Fast and Accurate LLM Decoding with Position Persistent Sparse Attention ICLR 2025 Time Course MechInterp: Analyzing the Evolution of Components and Knowledge in Large Language Models ACL 2025 TinyThinker: Distilling Reasoning through Coarse-to-Fine Knowledge Internalization with Self-Reflection NAACL 2025 TinyTim: a family of language models for divergent generation NeurIPS 2025 TIS-DPO: Token-level Importance Sampling for Direct Preference Optimization With Estimated Weights ICLR 2025 TituLLMs: A Family of Bangla LLMs with Comprehensive Benchmarking ACL 2025 TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use EMNLP 2025 TLUE: A Tibetan Language Understanding Evaluation Benchmark EMNLP 2025 TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG EMNLP 2025