large language model

Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026 Benchmarking LLMs for Political Science: A United Nations Perspective AAAI 2026 Benchmarking Testing in Automated Theorem Proving ACL 2026 Benchmarking the Energy Savings with Speculative Decoding Strategies EACL 2026 Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification EACL 2026 Better Call CLAUSE: A Discrepancy Benchmark for Auditing LLMs Legal Reasoning Capabilities EACL 2026 Better Datasets Start from RefineLab: Automatic Optimization for High-Quality Dataset Refinement AAAI 2026 Better Generalizing to Unseen Concepts: An Evaluation Framework and An LLM-Based Auto-Labeled Pipeline for Biomedical Concept Recognition EACL 2026 Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark EACL 2026 Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning ACL 2026 Beyond a Single Extractor: Re-thinking HTML-to-Text Extraction for LLM Pre-training EACL 2026 Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering AAAI 2026 Beyond Code Pairs: Dialogue-Based Data Generation for LLM Code Translation 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 Divergent Creativity: A Human-Based Evaluation of Creativity in Large Language Models EACL 2026 Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge ACL 2026 Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs ACL 2026 Beyond Explicit Refusals: Soft-Failure Attacks on Retrieval-Augmented Generation 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 Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs EACL 2026 Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing EACL 2026 Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities ACL 2026 Beyond Names: How Grammatical Gender Markers Bias LLM-based Educational Recommendations EACL 2026