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faithful reasoning

16 papers

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Co-occurring keywords · papers mentioning both

question answering (8) large language model (6) knowledge graph (4) chain-of-thought prompting (3) logic reasoning (2) retrieval-augmented generation (2) natural language inference (2) entity bia (1) neuro-symbolic reasoning (1) logic program (1)

Papers

Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing ACL 2026 CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025 Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025 FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025 Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models ICML 2025 LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025 Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation ICLR 2025 Deceptive Semantic Shortcuts on Reasoning Chains: How Far Can Models Go without Hallucination? NAACL 2024 FZI-WIM at SemEval-2024 Task 2: Self-Consistent CoT for Complex NLI in Biomedical Domain SemEval 2024 Making Natural Language Reasoning Explainable and Faithful AAAI 2024 Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning ICLR 2024 Towards Generalizable and Faithful Logic Reasoning over Natural Language via Resolution Refutation COLING 2024 USMBA-NLP at SemEval-2024 Task 2: Safe Biomedical Natural Language Inference for Clinical Trials using Bert SemEval 2024 Faithful Question Answering with Monte-Carlo Planning ACL 2023 Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning EMNLP 2022 FaiRR: Faithful and Robust Deductive Reasoning over Natural Language ACL 2022