Adobe Research » Publications

Publication date: May 2, 2025

VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation

NAACL 2025

Manan Suri, Puneet Mathur, Franck Dernoncourt, Kanika Goswami, Ryan A. Rossi, Dinesh Manocha

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 30, 2025

VLind-Bench: Measuring Language Priors in Large Vision-Language Models

NAACL 2025 Findings

Kang-il Lee, Minbeom Kim, David Seunghyun Yoon, Minsung Kim, Dongryeol Lee, Hyukhun Koh, Kyomin Jung

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: April 30, 2025

CORG: Generating Answers from Complex, Interrelated Contexts

NAACL 2025

Hyunji Lee, Franck Dernoncourt, Trung Bui, David Seunghyun Yoon

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 30, 2025

Generating Diverse Hypotheses for Inductive Reasoning

NAACL 2025

Kang-il Lee, Hyukhun Koh, Dongryeol Lee, David Seunghyun Yoon, Minsung Kim, Kyomin Jung

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 30, 2025

VideoDiff: Human-AI Video Co-Creation with Alternatives

CHI 2025

Mina Huh, Dingzeyu Li, Kim Pimmel, Hijung Valentina Shin, Amy Pavel, Mira Dontcheva

AI & Machine Learning
Computer Vision, Imaging & Video
Human Computer Interaction
Intelligent Agents & Assistants

Publication date: April 29, 2025

Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval

The North American Chapter of the Association for Computational Linguistics (NAACL)

Yu Xia, Junda Wu, Sungchul Kim, Tong Yu, Ryan A. Rossi, Haoliang Wang, Julian McAuley

Natural Language Processing

Publication date: April 29, 2025

Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering

The North American Chapter of the Association for Computational Linguistics (NAACL)

Yeonjun In, Sungchul Kim, Ryan A. Rossi, Mehrab Tanjim, Tong Yu, Ritwik Sinha, Chanyoung Park, Kim

Natural Language Processing

Publication date: April 29, 2025

Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey

The North American Chapter of the Association for Computational Linguistics (NAACL)

Xiaoyu Liu, Paiheng Xu, Junda Wu, Jiaxin Yuan, Yifan Yang, Yuhang Zhou, Fuxiao Liu, Tianrui Guan, Haoliang Wang, Tong Yu, Julian McAuley, Wei Ai, Furong Huang

AI & Machine Learning
Natural Language Processing

Publication date: April 29, 2025

ChartCitor: Answer Citations for ChartQA via Multi-Agent LLM Retrieval and Ranking

WWW 2025 AI Agent for Information Retrieval (Agent4IR) Workshop

Kanika Goswami, Puneet Mathur, Ryan A. Rossi, Franck Dernoncourt

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 29, 2025

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

WWW 2025 AI Agent for Information Retrieval (Agent4IR) Workshop

Kanika Goswami, Puneet Mathur, Ryan A. Rossi, Franck Dernoncourt

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 29, 2025

PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks

Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL)

Soumya Suvra Ghosal, Soumyabrata Pal, Koyel Mukherjee, Dinesh Manocha

Natural Language Processing

Publication date: April 29, 2025

PLD+: Accelerating LLM Inference by Leveraging Language Model Artifacts

Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL)

Shwetha Somasundaram, Anirudh Phukan, Apoorv Saxena

AI & Machine Learning
Natural Language Processing

Publication date: April 29, 2025

X-Fusion: Introducing New Modality to Frozen Large Language Models

arxiv

Sicheng Mo, Thao Nguyen, Xun Huang, Siddharth Iyer, Yijun Li, Yuchen Liu, Abhishek Tandon, Eli Shechtman, Krishna Kumar Singh, Yong Jae Lee, Bolei Zhou, Yuheng Li

Best Paper award at T4V workshop CVPR'25

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: April 28, 2025

A Large-scale Training Paradigm for Graph Generative Models

ICLR 2025

Yu Wang, Ryan A. Rossi, Namyong Park, Huiyuan Chen, Nesreen K. Ahmed, Puja Trivedi, Franck Dernoncourt, Danai Koutra, Tyler Derr

AI & Machine Learning
Content Intelligence
Data Intelligence

Publication date: April 28, 2025

Interactive Visualization Recommendation with Hier-SUCB

The Web Conference

Songwen Hu, Ryan A. Rossi, Tong Yu, Junda Wu, Handong Zhao, Sungchul Kim, Shuai Li

AI & Machine Learning

Publication date: April 28, 2025

A Case Study of Human-Authored versus Automatic Dashboard Summaries

ACM CHI 2025 LBW

Jane Hoffswell, Victor S. Bursztyn, Shunan Guo, Eunyee Koh

AI & Machine Learning
Human Computer Interaction

Publication date: April 28, 2025

Since U Been Gone: Augmenting Context-Aware Transcriptions for Re-Engaging in Immersive VR Meetings

Conference on Human Factors in Computing Systems (CHI) 2025

Geonsun Lee, Yue Yang, Jennifer Healey, Dinesh Manocha

AR, VR & 360 Photography
Human Computer Interaction

Publication date: April 28, 2025

SV-RAG: LoRA-Contextualizing Adaptation of MLLMs for Long Document Understanding

ICLR 2025

Jian Chen, Ruiyi Zhang, Yufan Zhou, Tong Yu, Franck Dernoncourt, Jiuxiang Gu, Ryan A. Rossi, Changyou Chen, Tong Sun

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: April 27, 2025

Developing A Framework to Support Human Evaluation of Bias in Generated Free Response Text

Conference on Human Factors in Computing Systems (CHI 2025) - Workshop on Human-centered Evaluation and Auditing of Language Models

Jennifer Healey, Laurie Byrum, Md. Nadeem Akhtar, Surabhi Bhargava, Moumita Sinha

Human Computer Interaction
Natural Language Processing

Publication date: April 26, 2025

DepthScape: Authoring 2.5D Designs with Depth Estimation

Consolidated Health Informatics (CHI)

Cuong Nguyen, Yu Shen, Stefano Petrangeli, Matheus Gadelha

Graphics (2D & 3D)
Human Computer Interaction
Intelligent Agents & Assistants

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