complex reasoning

LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions AAAI 2025 LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025 Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks AAAI 2025 PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving EMNLP 2025 PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models ACL 2025 Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning ACL 2025 StressPrompt: Does Stress Impact Large Language Models and Human Performance Similarly? AAAI 2025 The Art of Tool Interface Design ACL 2025 ToolACE: Winning the Points of LLM Function Calling ICLR 2025 Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ACL 2025 Tree-of-Code: A Self-Growing Tree Framework for End-to-End Code Generation and Execution in Complex Tasks ACL 2025 Ada-Instruct: Adapting Instruction Generators for Complex Reasoning EMNLP 2024 BITS Pilani at SemEval-2024 Task 9: Prompt Engineering with GPT-4 for Solving Brainteasers SemEval 2024 Can Large Language Models Grasp Legal Theories? Enhance Legal Reasoning with Insights from Multi-Agent Collaboration EMNLP 2024 CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering EMNLP 2024 EXPLORA: Efficient Exemplar Subset Selection for Complex Reasoning EMNLP 2024 GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities EMNLP 2024 LM2: A Simple Society of Language Models Solves Complex Reasoning EMNLP 2024 MoDE-CoTD: Chain-of-Thought Distillation for Complex Reasoning Tasks with Mixture of Decoupled LoRA-Experts COLING 2024 NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes ACL 2024 QDMR-based Planning-and-Solving Prompting for Complex Reasoning Tasks COLING 2024 SELF-DISCOVER: Large Language Models Self-Compose Reasoning Structures NeurIPS 2024 SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models CVPR 2024 TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools NeurIPS 2024 Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing NeurIPS 2024