iterative reasoning

AutoLink: Autonomous Schema Exploration and Expansion for Scalable Schema Linking in Text-to-SQL at Scale AAAI 2026 CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models AAAI 2026 Draft, Verify, Restore: Self-Refining Historical Inscription Restoration with a Unified MLLM ACL 2026 Enhanced Reasoning for Biomedical Document-Level Relation Extraction via a Novel Cascade Language Model Framework ACL 2026 RAFFLES: Reasoning-based Attribution of Faults for LLM Systems EACL 2026 SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL ACL 2026 ArchiDocGen: Multi-Agent Framework for Expository Document Generation in the Architectural Industry ACL 2025 Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models AAAI 2025 MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis ACL 2025 P6Jiggasha: Benchmarking Large Language Models on Bangla Physics Question Answering with Cross-lingual Evaluation AACL 2025 PiML: Automated Machine Learning Workflow Optimization using LLM Agents AutoML 2025 Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025 Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering ACL 2025 TeleAI at SemEval-2025 Task 8: Advancing Table Reasoning Framework with Large Language Models SemEval 2025 T-MAD: Target-driven Multimodal Alignment for Stance Detection EMNLP 2025 ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents EMNLP 2025 Decompose, Prioritize, and Eliminate: Dynamically Integrating Diverse Representations for Multimodal Named Entity Recognition COLING 2024 Learning Iterative Reasoning through Energy Diffusion ICML 2024 Allies: Prompting Large Language Model with Beam Search EMNLP 2023 Gradually Excavating External Knowledge for Implicit Complex Question Answering EMNLP 2023 IdealGPT: Iteratively Decomposing Vision and Language Reasoning via Large Language Models EMNLP 2023 Learning Iterative Reasoning through Energy Minimization ICML 2022 Progressively Guide to Attend: An Iterative Alignment Framework for Temporal Sentence Grounding EMNLP 2021 Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering IJCAI 2020 PuzzLing Machines: A Challenge on Learning From Small Data ACL 2020