De-conflating Preference and Qualification: Constrained Dual-Perspective Reasoning for Job Recommendation with Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Kan, Bryce, Yang, Wei, Nguyen, Emily, Yi, Ganghui, Yi, Bowen, Yu, Chenxiao, Liu, Yan |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Reason4Rec: Large Language Models for Recommendation with Deliberative User Preference Alignment
by: Fang, Yi, et al.
Published: (2025)
by: Fang, Yi, et al.
Published: (2025)
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
by: Wang, Yu, et al.
Published: (2025)
by: Wang, Yu, et al.
Published: (2025)
Tracing Moral Foundations in Large Language Models
by: Yu, Chenxiao, et al.
Published: (2026)
by: Yu, Chenxiao, et al.
Published: (2026)
Market allocations under conflation of goods
by: Urbinat, Niccolò, et al.
Published: (2024)
by: Urbinat, Niccolò, et al.
Published: (2024)
The conflated expression graph for an arbitrary permutation
by: Zhu, Jieru
Published: (2026)
by: Zhu, Jieru
Published: (2026)
Algorithmic Assistance with Recommendation-Dependent Preferences
by: McLaughlin, Bryce, et al.
Published: (2022)
by: McLaughlin, Bryce, et al.
Published: (2022)
Mitigating Hallucinations in Large Language Models via Causal Reasoning
by: Li, Yuangang, et al.
Published: (2025)
by: Li, Yuangang, et al.
Published: (2025)
Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation
by: Kim, Jieyong, et al.
Published: (2024)
by: Kim, Jieyong, et al.
Published: (2024)
Aligning Large Language Models with Searcher Preferences
by: Wu, Wei, et al.
Published: (2026)
by: Wu, Wei, et al.
Published: (2026)
TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
by: Yi, Deyin, et al.
Published: (2025)
by: Yi, Deyin, et al.
Published: (2025)
The Impact of Information Technology on Job Requirements and Qualifications for Catalogers.
by: Khurshid, Zahiruddin
Published: (2003)
by: Khurshid, Zahiruddin
Published: (2003)
Intent Representation Learning with Large Language Model for Recommendation
by: Wang, Yu, et al.
Published: (2025)
by: Wang, Yu, et al.
Published: (2025)
EconNLI: Evaluating Large Language Models on Economics Reasoning
by: Guo, Yue, et al.
Published: (2024)
by: Guo, Yue, et al.
Published: (2024)
Dual Qualification and the School Librarian . . .
by: Ward, Susan, et al.
Published: (1978)
by: Ward, Susan, et al.
Published: (1978)
Value-Action Alignment in Large Language Models under Privacy-Prosocial Conflict
by: Chen, Guanyu, et al.
Published: (2026)
by: Chen, Guanyu, et al.
Published: (2026)
Aridity and drought: distinct concepts often conflated in ecological research
by: Alan K. Knapp, et al.
Published: (2026)
by: Alan K. Knapp, et al.
Published: (2026)
Reasoning Text-to-Video Retrieval via Digital Twin Video Representations and Large Language Models
by: Shen, Yiqing, et al.
Published: (2025)
by: Shen, Yiqing, et al.
Published: (2025)
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation
by: Zhao, Hongke, et al.
Published: (2024)
by: Zhao, Hongke, et al.
Published: (2024)
Recursive Models for Long-Horizon Reasoning
by: Yang, Chenxiao, et al.
Published: (2026)
by: Yang, Chenxiao, et al.
Published: (2026)
Temporally-Constrained Video Reasoning Segmentation and Automated Benchmark Construction
by: Shen, Yiqing, et al.
Published: (2025)
by: Shen, Yiqing, et al.
Published: (2025)
Towards More Accurate US Presidential Election via Multi-step Reasoning with Large Language Models
by: Yu, Chenxiao, et al.
Published: (2024)
by: Yu, Chenxiao, et al.
Published: (2024)
Comparative Explanations via Counterfactual Reasoning in Recommendations
by: Yu, Yi, et al.
Published: (2025)
by: Yu, Yi, et al.
Published: (2025)
Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges
by: Wang, Bohao, et al.
Published: (2026)
by: Wang, Bohao, et al.
Published: (2026)
Wage Inequality of Mexican Immigrants by Type of Job Qualification in the United States*
by: Reyna Elizabeth Rodríguez Pérez
Published: (2022)
by: Reyna Elizabeth Rodríguez Pérez
Published: (2022)
Rethinking Large Language Model Distillation: A Constrained Markov Decision Process Perspective
by: Zimmer, Matthieu, et al.
Published: (2025)
by: Zimmer, Matthieu, et al.
Published: (2025)
Dual Preference Distribution Learning for Item Recommendation
by: Dong, Xue, et al.
Published: (2022)
by: Dong, Xue, et al.
Published: (2022)
Chain-of-Thought as a Lens: Evaluating Structured Reasoning Alignment between Human Preferences and Large Language Models
by: Wang, Boxuan, et al.
Published: (2025)
by: Wang, Boxuan, et al.
Published: (2025)
Exploration-Driven Optimization for Test-Time Large Language Model Reasoning
by: Li, Changhao, et al.
Published: (2026)
by: Li, Changhao, et al.
Published: (2026)
Medical Reasoning with Large Language Models: A Survey and MR-Bench
by: Ren, Xiaohan, et al.
Published: (2026)
by: Ren, Xiaohan, et al.
Published: (2026)
Medical Reasoning With Large Language Models: A Systematic Review and Evaluation
by: Xiaohan Ren, et al.
Published: (2026)
by: Xiaohan Ren, et al.
Published: (2026)
SPR-128K: A New Benchmark for Spatial Plausibility Reasoning with Multimodal Large Language Models
by: Hu, Zhiyuan, et al.
Published: (2025)
by: Hu, Zhiyuan, et al.
Published: (2025)
Can Large Language Models Understand Preferences in Personalized Recommendation?
by: Tan, Zhaoxuan, et al.
Published: (2025)
by: Tan, Zhaoxuan, et al.
Published: (2025)
Fine-grained Alignment of Large Language Models for General Medication Recommendation without Overprescription
by: Zhao, Zihao, et al.
Published: (2025)
by: Zhao, Zihao, et al.
Published: (2025)
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning
by: Yu, Huimu, et al.
Published: (2024)
by: Yu, Huimu, et al.
Published: (2024)
A Survey on Large Language Models for Mathematical Reasoning
by: Wang, Peng-Yuan, et al.
Published: (2025)
by: Wang, Peng-Yuan, et al.
Published: (2025)
Enhancing Job Matching: Occupation, Skill and Qualification Linking with the ESCO and EQF taxonomies
by: Saroglou, Stylianos, et al.
Published: (2025)
by: Saroglou, Stylianos, et al.
Published: (2025)
The Impact of Automation on Job Requirements and Qualifications for Catalogers and Reference Librarians in Academic Libraries.
by: Xu, Hong
Published: (1996)
by: Xu, Hong
Published: (1996)
BeatFM: Improving Beat Tracking with Pre-trained Music Foundation Model
by: Ru, Ganghui, et al.
Published: (2025)
by: Ru, Ganghui, et al.
Published: (2025)
Enhancing Recommender Systems with Large Language Model Reasoning Graphs
by: Wang, Yan, et al.
Published: (2023)
by: Wang, Yan, et al.
Published: (2023)
The Reasoning Boundary Paradox: How Reinforcement Learning Constrains Language Models
by: Nguyen, Phuc Minh, et al.
Published: (2025)
by: Nguyen, Phuc Minh, et al.
Published: (2025)
Similar Items
-
Reason4Rec: Large Language Models for Recommendation with Deliberative User Preference Alignment
by: Fang, Yi, et al.
Published: (2025) -
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation
by: Wang, Yu, et al.
Published: (2025) -
Tracing Moral Foundations in Large Language Models
by: Yu, Chenxiao, et al.
Published: (2026) -
Market allocations under conflation of goods
by: Urbinat, Niccolò, et al.
Published: (2024) -
The conflated expression graph for an arbitrary permutation
by: Zhu, Jieru
Published: (2026)