Cover Image

Towards Reliable and Interpretable Document Question Answering via VLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Alessio, Giovannini, Simone, Gemelli, Andrea, Coppini, Fabio, Marinai, Simone
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

BoundingDocs: a Unified Dataset for Document Question Answering with Spatial Annotations
by: Giovannini, Simone, et al.
Published: (2025)

A Systematic Analysis of Chunking Strategies for Reliable Question Answering
by: Bennani, Sofia, et al.
Published: (2026)

Passage Segmentation of Documents for Extractive Question Answering
by: Liu, Zuhong, et al.
Published: (2025)

Multi-Document Financial Question Answering using LLMs
by: Shah, Shalin, et al.
Published: (2024)

PAQA: Toward ProActive Open-Retrieval Question Answering
by: Erbacher, Pierre, et al.
Published: (2024)

Decomposing Retrieval Failures in RAG for Long-Document Financial Question Answering
by: Kobeissi, Amine, et al.
Published: (2026)

ASTRA-QA: A Benchmark for Abstract Question Answering over Documents
by: Wang, Shu, et al.
Published: (2026)

Inferential Question Answering
by: Mozafari, Jamshid, et al.
Published: (2026)

RVR: Retrieve-Verify-Retrieve for Comprehensive Question Answering
by: Qian, Deniz, et al.
Published: (2026)

Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval
by: Vladika, Juraj, et al.
Published: (2024)

Context Convergence Improves Answering Inferential Questions
by: Mozafari, Jamshid, et al.
Published: (2026)

Entity Retrieval for Answering Entity-Centric Questions
by: Shavarani, Hassan S., et al.
Published: (2024)

Towards Reliable and Factual Response Generation: Detecting Unanswerable Questions in Information-Seeking Conversations
by: Łajewska, Weronika, et al.
Published: (2024)

Recursive Question Understanding for Complex Question Answering over Heterogeneous Personal Data
by: Christmann, Philipp, et al.
Published: (2025)

Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
by: Chen, Huiyao, et al.
Published: (2025)

FinCARDS: Card-Based Analyst Reranking for Financial Document Question Answering
by: Zhou, Yixi, et al.
Published: (2026)

Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering
by: Shi, Zhengliang, et al.
Published: (2024)

It's High Time: A Survey of Temporal Question Answering
by: Piryani, Bhawna, et al.
Published: (2025)

Faithful Temporal Question Answering over Heterogeneous Sources
by: Jia, Zhen, et al.
Published: (2024)

GenSco: Can Question Decomposition based Passage Alignment improve Question Answering?
by: Fazili, Barah, et al.
Published: (2024)

Benchmarking Real-Time Question Answering via Executable Code Workflows
by: Zhou, Wenjie, et al.
Published: (2026)

Knowledge-Aware Diverse Reranking for Cross-Source Question Answering
by: Zhou, Tong
Published: (2025)

Evaluating Answer Reranking Strategies in Time-sensitive Question Answering
by: Kardan, Mehmet, et al.
Published: (2025)

The ReQAP System for Question Answering over Personal Information
by: Christmann, Philipp, et al.
Published: (2025)

Defending Against Disinformation Attacks in Open-Domain Question Answering
by: Weller, Orion, et al.
Published: (2022)

Neon: News Entity-Interaction Extraction for Enhanced Question Answering
by: Singhania, Sneha, et al.
Published: (2024)

LiCQA : A Lightweight Complex Question Answering System
by: Saha, Sourav, et al.
Published: (2026)

PARSE: An Open-Domain Reasoning Question Answering Benchmark for Persian
by: Mozafari, Jamshid, et al.
Published: (2026)

Cross-modal Retrieval for Knowledge-based Visual Question Answering
by: Lerner, Paul, et al.
Published: (2024)

RAG-based Question Answering over Heterogeneous Data and Text
by: Christmann, Philipp, et al.
Published: (2024)

Evaluating the Retrieval Component in LLM-Based Question Answering Systems
by: Alinejad, Ashkan, et al.
Published: (2024)

RAG based Question-Answering for Contextual Response Prediction System
by: Veturi, Sriram, et al.
Published: (2024)

Exploring Hint Generation Approaches in Open-Domain Question Answering
by: Mozafari, Jamshid, et al.
Published: (2024)

ArabicaQA: A Comprehensive Dataset for Arabic Question Answering
by: Abdallah, Abdelrahman, et al.
Published: (2024)

MARA: A Multimodal Adaptive Retrieval-Augmented Framework for Document Question Answering
by: Wu, Hui, et al.
Published: (2026)

Preference-based Learning with Retrieval Augmented Generation for Conversational Question Answering
by: Kaiser, Magdalena, et al.
Published: (2025)

Applying Relation Extraction and Graph Matching to Answering Multiple Choice Questions
by: Shimoda, Naoki, et al.
Published: (2025)

Empirical Evaluation of PDF Parsing and Chunking for Financial Question Answering with RAG
by: Bachyr, Omar El, et al.
Published: (2026)

Silver Retriever: Advancing Neural Passage Retrieval for Polish Question Answering
by: Rybak, Piotr, et al.
Published: (2023)

Benchmarking Retrieval-Augmented Multimodal Generation for Document Question Answering
by: Dong, Kuicai, et al.
Published: (2025)