Large Language Models

AwarenessBench: Assessing Cognitive Capabilities of Language Models ACL 2026 Backdoor Collapse: Eliminating Unknown Threats Via Known Backdoor Aggregation In Language Models ACL 2026 BarrierBench: Evaluating Large Language Models for Safety Verification in Dynamical Systems L4DC 2026 BaseCal: Unsupervised Confidence Calibration via Base Model Signals ACL 2026 BatonVoice: An Operationalist Framework for Enhancing Controllable Speech Synthesis with Linguistic Intelligence from LLMs ACL 2026 BBgame at SemEval-2026 Task 12: Small Lanugage Model Fintuning for Abductive Event Reasoning task SemEval 2026 BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes ACL 2026 Benchmarking Post-Training Quantization of Large Language Models under Microscaling Floating Point Formats ACL 2026 Benchmarking Testing in Automated Theorem Proving ACL 2026 Between a Rock and a Hard Place: The Tension Between Ethical Reasoning and Safety Alignment in LLMs ACL 2026 Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning ACL 2026 Beyond Detection: Evaluating Fallacy Awareness of LLMs in Interactive Scenarios ACL 2026 Beyond Discrete Search: Divergent Thinking as Intention Optimization in Latent Space ACL 2026 Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge ACL 2026 Beyond Examples: Towards Automated Thought-level In-Context Reasoning for Large Language Models ACL 2026 Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs ACL 2026 Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 2026 Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks ACL 2026 Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning ACL 2026 Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning ACL 2026 Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities ACL 2026 Beyond Noise: Characterizing Creative Potential in Unverifiable LLM Hallucinations ACL 2026 Beyond Pedagogical Principles: Multi-Horizon Preference Optimization for Efficient Socratic Tutoring ACL 2026 Beyond Query Memorization: Large Language Model Routing with Query Decomposition and Historical Matching ACL 2026 Beyond Scaling: Measuring and Predicting the Upper Bound of Knowledge Retention in Language Model Pre-Training ACL 2026