Publications

Publication date: May 4, 2025

Demystifying the Power of Large Language Models in Graph Generation

NAACL 2025 Findings

Yu Wang, Ryan A. Rossi, Namyong Park, Nesreen K. Ahmed, Danai Koutra, Franck Dernoncourt, Tyler Derr
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Data Intelligence

Publication date: May 4, 2025

Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes

NAACL 2025

Isabel O. Gallegos, Ryan Aponte, Ryan A. Rossi, Joe Barrow, Mehrab Tanjim, Tong Yu, Hanieh Deilamsalehy, Ruiyi Zhang, Sungchul Kim, Franck Dernoncourt, Nedim Lipka, Deonna Owens, Jiuxiang Gu
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: May 2, 2025

Personalizing Data Delivery: Investigating User Characteristics and Enhancing LLM Predictions

WWW 2025

Reuben Luera, Ryan A. Rossi, Franck Dernoncourt, Alexa Siu, Sungchul Kim, Tong Yu, Ruiyi Zhang, Xiang Chen, Nedim Lipka, Zhehao Zhang, Seon Gyeom Kim, Tak Yeon Lee
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Human Computer Interaction
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: May 2, 2025

MoDS: Moderating a Mixture of Document Speakers to Summarize Debatable Queries in Document Collections

NAACL 2025

Nishant Balepur, Alexa Siu, Nedim Lipka, Franck Dernoncourt, Tong Sun, Jordan Lee Boyd-Graber, Puneet Mathur
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Human Computer Interaction
  • Adobe Research icon 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
  • Adobe Research icon 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
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Content Intelligence
  • Adobe Research icon 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
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Human Computer Interaction
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