Cover Image

Unbiased Reasoning for Knowledge-Intensive Tasks in Large Language Models via Conditional Front-Door Adjustment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhao, Bo, Zhang, Yinghao, Xu, Ziqi, Ren, Yongli, Zhang, Xiuzhen, Luo, Renqiang, Feng, Zaiwen, Xia, Feng
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Debiasing Large Language Models via Adaptive Causal Prompting with Sketch-of-Thought
by: Li, Bowen, et al.
Published: (2026)

Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment
by: Zhang, Congzhi, et al.
Published: (2024)

FairGT: A Fairness-aware Graph Transformer
by: Luo, Renqiang, et al.
Published: (2024)

Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment
by: Zhang, Congzhi, et al.
Published: (2024)

Hallucinate Less by Thinking More: Aspect-Based Causal Abstention for Large Language Models
by: Nguyen, Vy, et al.
Published: (2025)

Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs
by: Wienöbst, Marcel, et al.
Published: (2022)

Causal Front-Door Adjustment for Robust Jailbreak Attacks on LLMs
by: Zhou, Yao, et al.
Published: (2026)

FUGNN: Harmonizing Fairness and Utility in Graph Neural Networks
by: Luo, Renqiang, et al.
Published: (2024)

Teaching Large Language Models Number-Focused Headline Generation With Key Element Rationales
by: Qian, Zhen, et al.
Published: (2025)

Causal Effect Estimation using identifiable Variational AutoEncoder with Latent Confounders and Post-Treatment Variables
by: Xie, Yang, et al.
Published: (2024)

BiMark: Unbiased Multilayer Watermarking for Large Language Models
by: Feng, Xiaoyan, et al.
Published: (2025)

Stable Multimodal Graph Unlearning via Feature-Dimension Aware Quantile Selection
by: Zhou, Jingjing, et al.
Published: (2026)

KARL: Knowledge-Aware Reasoning and Reinforcement Learning for Knowledge-Intensive Visual Grounding
by: Ma, Xinyu, et al.
Published: (2025)

Addressing Mark Imbalance in Integration-free Neural Marked Temporal Point Processes
by: Liu, Sishun, et al.
Published: (2025)

Let's Grow an Unbiased Community: Guiding the Fairness of Graphs via New Links
by: Lu, Jiahua, et al.
Published: (2025)

Knowledge prompt chaining for semantic modeling
by: Ding, Ning Pei, et al.
Published: (2025)

Cultural Bias Matters: A Cross-Cultural Benchmark Dataset and Sentiment-Enriched Model for Understanding Multimodal Metaphors
by: Yang, Senqi, et al.
Published: (2025)

FairGE: Fairness-Aware Graph Encoding in Incomplete Social Networks
by: Luo, Renqiang, et al.
Published: (2026)

Implicit Priors Editing in Stable Diffusion via Targeted Token Adjustment
by: He, Feng, et al.
Published: (2024)

DoorDet: Semi-Automated Multi-Class Door Detection Dataset via Object Detection and Large Language Models
by: Zhang, Licheng, et al.
Published: (2025)

Test-Time Scaling in Reasoning Models Is Not Effective for Knowledge-Intensive Tasks Yet
by: Zhao, James Xu, et al.
Published: (2025)

TERGAD: Structure-Aware Text-Enhanced Representations for Graph Anomaly Detection
by: Shi, Wen, et al.
Published: (2026)

Conceptual and Unbiased Reasoning in Language Models
by: Zhou, Ben, et al.
Published: (2024)

Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
by: Wang, Jiapu, et al.
Published: (2024)

Generalization of Pearl's Front-Door Criterion
by: Wu, Carol, et al.
Published: (2026)

FinanceMath: Knowledge-Intensive Math Reasoning in Finance Domains
by: Zhao, Yilun, et al.
Published: (2023)

RefTool: Reference-Guided Tool Creation for Knowledge-Intensive Reasoning
by: Liu, Xiao, et al.
Published: (2025)

StressEval: Failure-Driven Dynamic Benchmarking for Knowledge-Intensive Reasoning in Large Language Models
by: Chen, Yongrui, et al.
Published: (2026)

When to Invoke: Refining LLM Fairness with Toxicity Assessment
by: Ren, Jing, et al.
Published: (2026)

Bridging Control Variates and Regression Adjustment in A/B Testing: From Design-Based to Model-Based Frameworks
by: Zhang, Yu, et al.
Published: (2025)

Evaluating Position Bias in Large Language Model Recommendations
by: Bito, Ethan, et al.
Published: (2025)

UniDoorManip: Learning Universal Door Manipulation Policy Over Large-scale and Diverse Door Manipulation Environments
by: Li, Yu, et al.
Published: (2024)

Rehearsal-free and Task-free Online Continual Learning With Contrastive Prompt
by: Wang, Aopeng, et al.
Published: (2025)

CMKL: Modality-Aware Continual Learning for Evolving Biomedical Knowledge Graphs
by: Radwan, Yousef A., et al.
Published: (2026)

CRE-T1 Preview Technical Report: Beyond Contrastive Learning for Reasoning-Intensive Retrieval
by: Wang, Guangzhi, et al.
Published: (2026)

St. Peter's Basilica - Holy Door (Front)
by: Jeremy.Christopher
Published: (2020)

Debiased Front-Door Learners for Heterogeneous Effects
by: Jung, Yonghan
Published: (2025)

Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs
by: Chen, Yurun, et al.
Published: (2025)

Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models
by: Zheng, Zi'ou, et al.
Published: (2024)

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models
by: Pang, Bo, et al.
Published: (2025)