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Papers
From Hypothesis to Premises: LLM-based Backward Logical Reasoning with Selective Symbolic Translation
AAAI 2026
BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step
COLING 2025
BAR: A Backward Reasoning based Agent for Complex Minecraft Tasks
ACL 2025
Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models
ACL 2025
Exploring Backward Reasoning in Large Language Models
NAACL 2025
Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning
ACL 2025
Reasoning of Large Language Models over Knowledge Graphs with Super-Relations
ICLR 2025
Forward-Backward Reasoning in Large Language Models for Mathematical Verification
ACL 2024
Reverse Chain: A Generic-Rule for LLMs to Master Multi-API Planning
NAACL 2024
Interpretable Proof Generation via Iterative Backward Reasoning
NAACL 2022