Cover Image

Layout-Aware Parsing Meets Efficient LLMs: A Unified, Scalable Framework for Resume Information Extraction and Evaluation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhu, Fanwei, Yu, Jinke, Chen, Zulong, Zhou, Ying, Ji, Junhao, Yang, Zhibo, Zhang, Yuxue, Hu, Haoyuan, Liu, Zhenghao
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Tabular PDF Information Extraction with Local LLMs and Layout-Aware Parsing: A Reliability Evaluation
by: Hilmi, Muhammad Anis Al, et al.
Published: (2026)

Towards Human-Like Grading: A Unified LLM-Enhanced Framework for Subjective Question Evaluation
by: Zhua, Fanwei, et al.
Published: (2025)

UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents
by: Ji, Yifan, et al.
Published: (2026)

DOne: Decoupling Structure and Rendering for High-Fidelity Design-to-Code Generation
by: Huang, Xinhao, et al.
Published: (2026)

Infinity Parser: Layout Aware Reinforcement Learning for Scanned Document Parsing
by: Wang, Baode, et al.
Published: (2025)

AI Hiring with LLMs: A Context-Aware and Explainable Multi-Agent Framework for Resume Screening
by: Lo, Frank P. -W., et al.
Published: (2025)

Evaluating Bias in LLMs for Job-Resume Matching: Gender, Race, and Education
by: Iso, Hayate, et al.
Published: (2025)

Infinity Parser: Layout Aware Reinforcement Learning for Scanned Document Parsing
by: Wang, Baode, et al.
Published: (2025)

CC-OCR V2: Benchmarking Large Multimodal Models for Literacy in Real-world Document Processing
by: Xu, Zhipeng, et al.
Published: (2026)

Evaluation of Finetuned LLMs in AMR Parsing
by: Ho, Shu Han
Published: (2025)

Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs
by: Colakoglu, Gaye, et al.
Published: (2025)

Beyond the Resumé: A Rubric-Aware Automatic Interview System for Information Elicitation
by: Stuart, Harry, et al.
Published: (2026)

OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition
by: Wan, Jianqiang, et al.
Published: (2024)

DocFusion: A Unified Framework for Document Parsing Tasks
by: Chai, Mingxu, et al.
Published: (2024)

Document Parsing Unveiled: Techniques, Challenges, and Prospects for Structured Information Extraction
by: Zhang, Qintong, et al.
Published: (2024)

Text-Scene: A Scene-to-Language Parsing Framework for 3D Scene Understanding
by: Li, Haoyuan, et al.
Published: (2025)

PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative Dataset
by: Yu, Sumin, et al.
Published: (2026)

Beyond the Grid: Layout-Informed Multi-Vector Retrieval with Parsed Visual Document Representations
by: Yan, Yibo, et al.
Published: (2026)

Uni-Layout: Integrating Human Feedback in Unified Layout Generation and Evaluation
by: Lu, Shuo, et al.
Published: (2025)

OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Models
by: Yu, Wenwen, et al.
Published: (2025)

Constituency Parsing using LLMs
by: Bai, Xuefeng, et al.
Published: (2023)

ResumeAtlas: Revisiting Resume Classification with Large-Scale Datasets and Large Language Models
by: Heakl, Ahmed, et al.
Published: (2024)

AutoScreen-FW: An LLM-based Framework for Resume Screening
by: Xu, Zhelin, et al.
Published: (2026)

Parser-Oriented Structural Refinement for a Stable Layout Interface in Document Parsing
by: Liu, Fuyuan, et al.
Published: (2026)

ReLayout: Towards Real-World Document Understanding via Layout-enhanced Pre-training
by: Jiang, Zhouqiang, et al.
Published: (2024)

ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement
by: Zinjad, Saurabh Bhausaheb, et al.
Published: (2024)

LayoutCoT: Unleashing the Deep Reasoning Potential of Large Language Models for Layout Generation
by: Shi, Hengyu, et al.
Published: (2025)

dots.ocr: Multilingual Document Layout Parsing in a Single Vision-Language Model
by: Li, Yumeng, et al.
Published: (2025)

Layout-Aware Text Editing for Efficient Transformation of Academic PDFs to Markdown
by: Duan, Changxu
Published: (2025)

Application of LLM Agents in Recruitment: A Novel Framework for Resume Screening
by: Gan, Chengguang, et al.
Published: (2024)

Unsupervised Concept Vector Extraction for Bias Control in LLMs
by: Cyberey, Hannah, et al.
Published: (2025)

ReLayout: Versatile and Structure-Preserving Design Layout Editing via Relation-Aware Design Reconstruction
by: Lin, Jiawei, et al.
Published: (2026)

VKIE: The Application of Key Information Extraction on Video Text
by: An, Siyu, et al.
Published: (2023)

LAMIC: Layout-Aware Multi-Image Composition via Scalability of Multimodal Diffusion Transformer
by: Chen, Yuzhuo, et al.
Published: (2025)

Training LLMs for Divide-and-Conquer Reasoning Elevates Test-Time Scalability
by: Liang, Xiao, et al.
Published: (2026)

ROAP: A Reading-Order and Attention-Prior Pipeline for Optimizing Layout Transformers in Key Information Extraction
by: Xie, Tingwei, et al.
Published: (2026)

uLayout: Unified Room Layout Estimation for Perspective and Panoramic Images
by: Lee, Jonathan, et al.
Published: (2025)

Scalable Readability Evaluation for Graph Layouts: 2D Geometric Distributed Algorithms
by: Yun, Sanggeon
Published: (2024)

Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration
by: Li, Yawei, et al.
Published: (2025)

Decision-Making Behavior Evaluation Framework for LLMs under Uncertain Context
by: Jia, Jingru, et al.
Published: (2024)