← Authors

Franck Dernoncourt

158 papers · 2016–2026 · 15 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (15) 🐣 Hot Topic Early Bird πŸƒ Academic Marathon (10) 🌈 Renaissance Researcher (12) 🐝 Cross-Pollinator (12) πŸŒ‰ Interdisciplinary Bridge πŸ—ΊοΈ Taxonomy Completionist (13) 🧭 Keyword Pioneer 🌟 Keyword Trendsetter Combo (5) 🏠 Conference Loyalist (25) 🀝 Dynamic Duo (44) πŸ‘₯ Mega-Team (34) 🌱 Topic Pioneer πŸ”¬ Deep Specialist (29) 🧬 Topic Evolution πŸ† Keyword Champion (3) ⚑ Prolific Year (23) πŸ”₯ Unstoppable (11) ❓ The Questioner πŸ’Ž Century Club (153) πŸš€ Conference Pioneer πŸ—ƒοΈ Keyword Collector (592)

Conferences

EMNLP (33) ACL (31) NAACL (25) COLING (17) IJCNLP (10) EACL (8) AAAI (6) INTERSPEECH (6) SEMEVAL (6) CVPR (4) AACL (3) WACV (3) ICCV (2) ICLR (2) ICML (2)

Top co-authors

Trung Bui (46) Seunghyun Yoon (33) Thien Huu Nguyen (28) Amir Pouran Ben Veyseh (27) Nedim Lipka (24) Ryan A. Rossi (21) Thien Nguyen (20) Walter Chang (19) Puneet Mathur (18) Dinesh Manocha (14)

Research topics

Resources & Methods (1)

Keywords

large language model (14) multimodal learning (13) information extraction (13) named entity recognition (12) relation extraction (10) text classification (9) text summarization (8) abstractive summarization (8) event detection (8) multilingual nlp (8) question answering (7) text generation (7) optimal transport (7) vision-language model (7) multi-task learning (6) data augmentation (6) transfer learning (6) cross-lingual transfer (5) natural language processing (5) image captioning (5)

Papers

A Survey on LLM-based Conversational User Simulation EACL 2026
Understanding Generative AI Capabilities in Everyday Image Editing Tasks WACV 2026
VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use AAAI 2026
Instruction Tuning with and without Context: Behavioral Shifts and Downstream Impact EACL 2026
Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs EACL 2026
NoLiMa: Long-Context Evaluation Beyond Literal Matching ICML 2025
Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes NAACL 2025
From Selection to Generation: A Survey of LLM-based Active Learning ACL 2025
ChartLens: Fine-grained Visual Attribution in Charts ACL 2025
SlimLM: An Efficient Small Language Model for On-Device Document Assistance ACL 2025
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases ACL 2025
ChartEval: LLM-Driven Chart Generation Evaluation Using Scene Graph Parsing IJCNLP 2025
Document Attribution: Examining Citation Relationships using Large Language Models ACL 2025
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation NAACL 2025
MoDS: Moderating a Mixture of Document Speakers to Summarize Debatable Queries in Document Collections NAACL 2025
CORG: Generating Answers from Complex, Interrelated Contexts NAACL 2025
ChartEval: LLM-Driven Chart Generation Evaluation Using Scene Graph Parsing AACL 2025
Demystifying the Power of Large Language Models in Graph Generation NAACL 2025
The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers CVPR 2025
GUI Agents: A Survey ACL 2025
SV-RAG: LoRA-Contextualizing Adaptation of MLLMs for Long Document Understanding ICLR 2025
A Large-scale Training Paradigm for Graph Generative Models ICLR 2025
Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025
LaMP-Cap: Personalized Figure Caption Generation With Multimodal Figure Profiles EMNLP 2025
Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models AAAI 2024
Fine-tuning CLIP Text Encoders with Two-step Paraphrasing EACL 2024
Scaling Up Video Summarization Pretraining with Large Language Models CVPR 2024
OATS: A Challenge Dataset for Opinion Aspect Target Sentiment Joint Detection for Aspect-Based Sentiment Analysis COLING 2024
Hierarchical Selection of Important Context for Generative Event Causality Identification with Optimal Transports COLING 2024
DocScript: Document-level Script Event Prediction COLING 2024
CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages COLING 2024
Editing Partially Observable Networks via Graph Diffusion Models ICML 2024
Towards Enhancing Coherence in Extractive Summarization: Dataset and Experiments with LLMs EMNLP 2024
MCECR: A Novel Dataset for Multilingual Cross-Document Event Coreference Resolution NAACL 2024
ULLME: A Unified Framework for Large Language Model Embeddings with Generation-Augmented Learning EMNLP 2024
Identifying Speakers in Dialogue Transcripts: A Text-based Approach Using Pretrained Language Models INTERSPEECH 2024
PDFTriage: Question Answering over Long, Structured Documents EMNLP 2024
An Analysis of Multilingual FActScore EMNLP 2024
DocEdit-v2: Document Structure Editing Via Multimodal LLM Grounding EMNLP 2024
KaPQA: Knowledge-Augmented Product Question-Answering ACL 2024
Okapi: Instruction-tuned Large Language Models in Multiple Languages with Reinforcement Learning from Human Feedback EMNLP 2023
Transitioning Representations between Languages for Cross-lingual Event Detection via Langevin Dynamics EMNLP 2023
Learning Navigational Visual Representations with Semantic Map Supervision ICCV 2023
Moment Detection in Long Tutorial Videos ICCV 2023
DocEdit: Language-Guided Document Editing AAAI 2023
A Review of Datasets for Aspect-based Sentiment Analysis AACL 2023
Hybrid Knowledge Transfer for Improved Cross-Lingual Event Detection via Hierarchical Sample Selection ACL 2023
MeetingQA: Extractive Question-Answering on Meeting Transcripts ACL 2023
MeetingBank: A Benchmark Dataset for Meeting Summarization ACL 2023
SCCS: Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment ACL 2023
Generating Labeled Data for Relation Extraction: A Meta Learning Approach with Joint GPT-2 Training ACL 2023
Improving Visual Grounding by Encouraging Consistent Gradient-Based Explanations CVPR 2023
Curricular Next Conversation Prediction Pretraining for Transcript Segmentation EACL 2023
Boosting Punctuation Restoration with Data Generation and Reinforcement Learning INTERSPEECH 2023
Efficient Spoken Language Recognition via Multilabel Classification INTERSPEECH 2023
LiveSeg: Unsupervised Multimodal Temporal Segmentation of Long Livestream Videos WACV 2023
LayerDoc: Layer-Wise Extraction of Spatial Hierarchical Structure in Visually-Rich Documents WACV 2023
A Review of Datasets for Aspect-based Sentiment Analysis IJCNLP 2023
ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning EMNLP 2023
Event Detection for Suicide Understanding NAACL 2022
Virtual Knowledge Graph Construction for Zero-Shot Domain-Specific Document Retrieval COLING 2022
Generating Complement Data for Aspect Term Extraction with GPT-2 NAACL 2022
MEE: A Novel Multilingual Event Extraction Dataset EMNLP 2022
SemEval 2022 Task 12: Symlink - Linking Mathematical Symbols to their Descriptions NAACL 2022
BehancePR: A Punctuation Restoration Dataset for Livestreaming Video Transcript NAACL 2022
Fine-grained Image Captioning with CLIP Reward NAACL 2022
Multimodal Intent Discovery from Livestream Videos NAACL 2022
Joint Extraction of Entities, Relations, and Events via Modeling Inter-Instance and Inter-Label Dependencies NAACL 2022
MINION: a Large-Scale and Diverse Dataset for Multilingual Event Detection NAACL 2022
DocTime: A Document-level Temporal Dependency Graph Parser NAACL 2022
Document-Level Event Argument Extraction via Optimal Transport ACL 2022
DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022
Multilingual SubEvent Relation Extraction: A Novel Dataset and Structure Induction Method EMNLP 2022
DocLayoutTTS: Dataset and Baselines for Layout-informed Document-level Neural Speech Synthesis INTERSPEECH 2022
Transfer Learning and Prediction Consistency for Detecting Offensive Spans of Text ACL 2022
Factual Error Correction for Abstractive Summaries Using Entity Retrieval EMNLP 2022
Curriculum-guided Abstractive Summarization for Mental Health Online Posts EMNLP 2022
SemEval 2022 Task 12: Symlink - Linking Mathematical Symbols to their Descriptions SEMEVAL 2022
CAISE: Conversational Agent for Image Search and Editing AAAI 2022
Few-Shot Cross-Lingual Learning for Event Detection EMNLP 2022
BehanceMT: A Machine Translation Corpus for Livestreaming Video Transcripts COLING 2022
Event Extraction in Video Transcripts COLING 2022
Keyphrase Prediction from Video Transcripts: New Dataset and Directions COLING 2022
Offensive Content Detection via Synthetic Code-Switched Text COLING 2022
MACRONYM: A Large-Scale Dataset for Multilingual and Multi-Domain Acronym Extraction COLING 2022
Learning Cross-Task Dependencies for Joint Extraction of Entities, Events, Event Arguments, and Relations EMNLP 2022
Medical Question Understanding and Answering with Knowledge Grounding and Semantic Self-Supervision COLING 2022
MECI: A Multilingual Dataset for Event Causality Identification COLING 2022
TLDR9+: A Large Scale Resource for Extreme Summarization of Social Media Posts EMNLP 2021
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question Understanding ACL 2021
Syntopical Graphs for Computational Argumentation Tasks ACL 2021
Unleash GPT-2 Power for Event Detection ACL 2021
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning ACL 2021
TIMERS: Document-level Temporal Relation Extraction ACL 2021
PSED: A Dataset for Selecting Emphasis in Presentation Slides ACL 2021
DPR at SemEval-2021 Task 8: Dynamic Path Reasoning for Measurement Relation Extraction ACL 2021
Learning by Planning: Language-Guided Global Image Editing CVPR 2021
MadDog: A Web-based System for Acronym Identification and Disambiguation EACL 2021
User Factor Adaptation for User Embedding via Multitask Learning EACL 2021
Learning Prototype Representations Across Few-Shot Tasks for Event Detection EMNLP 2021
IGA: An Intent-Guided Authoring Assistant EMNLP 2021
StreamHover: Livestream Transcript Summarization and Annotation EMNLP 2021
QACE: Asking Questions to Evaluate an Image Caption EMNLP 2021
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question Understanding IJCNLP 2021
Syntopical Graphs for Computational Argumentation Tasks IJCNLP 2021
Unleash GPT-2 Power for Event Detection IJCNLP 2021
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning IJCNLP 2021
TIMERS: Document-level Temporal Relation Extraction IJCNLP 2021
PSED: A Dataset for Selecting Emphasis in Presentation Slides IJCNLP 2021
DPR at SemEval-2021 Task 8: Dynamic Path Reasoning for Measurement Relation Extraction IJCNLP 2021
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU models NAACL 2021
KPQA: A Metric for Generative Question Answering Using Keyphrase Weights NAACL 2021
A Context-Dependent Gated Module for Incorporating Symbolic Semantics into Event Coreference Resolution NAACL 2021
X-METRA-ADA: Cross-lingual Meta-Transfer learning Adaptation to Natural Language Understanding and Question Answering NAACL 2021
Open-Domain Question Answering with Pre-Constructed Question Spaces NAACL 2021
UCSD-Adobe at MEDIQA 2021: Transfer Learning and Answer Sentence Selection for Medical Summarization NAACL 2021
Joint Summarization-Entailment Optimization for Consumer Health Question Understanding NAACL 2021
DPR at SemEval-2021 Task 8: Dynamic Path Reasoning for Measurement Relation Extraction SEMEVAL 2021
Scene Graph Modification Based on Natural Language Commands EMNLP 2020
Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data Augmentation EMNLP 2020
SemEval-2020 Task 10: Emphasis Selection for Written Text in Visual Media COLING 2020
SemEval-2020 Task 6: Definition Extraction from Free Text with the DEFT Corpus COLING 2020
Explain by Evidence: An Explainable Memory-based Neural Network for Question Answering COLING 2020
What Does This Acronym Mean? Introducing a New Dataset for Acronym Identification and Disambiguation COLING 2020
Extensively Matching for Few-shot Learning Event Detection ACL 2020
Improving Slot Filling by Utilizing Contextual Information ACL 2020
Efficient Deployment of Conversational Natural Language Interfaces over Databases ACL 2020
SemEval-2020 Task 6: Definition Extraction from Free Text with the DEFT Corpus SEMEVAL 2020
SemEval-2020 Task 10: Emphasis Selection for Written Text in Visual Media SEMEVAL 2020
Multi-View Consistency for Relation Extraction via Mutual Information and Structure Prediction AAAI 2020
Understanding Points of Correspondence between Sentences for Abstractive Summarization ACL 2020
A Joint Model for Definition Extraction with Syntactic Connection and Semantic Consistency AAAI 2020
ViLBERTScore: Evaluating Image Caption Using Vision-and-Language BERT EMNLP 2020
Improving Aspect-based Sentiment Analysis with Gated Graph Convolutional Networks and Syntax-based Regulation EMNLP 2020
Using Visual Feature Space as a Pivot Across Languages EMNLP 2020
Rethinking Self-Attention: Towards Interpretability in Neural Parsing EMNLP 2020
Let Me Choose: From Verbal Context to Font Selection ACL 2020
Exploiting the Syntax-Model Consistency for Neural Relation Extraction ACL 2020
A Cascade Approach to Neural Abstractive Summarization with Content Selection and Fusion AACL 2020
Introducing Syntactic Structures into Target Opinion Word Extraction with Deep Learning EMNLP 2020
Learning to Fuse Sentences with Transformers for Summarization EMNLP 2020
Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions ACL 2019
Exploiting Semi-Supervised Training Through a Dropout Regularization in End-to-End Speech Recognition INTERSPEECH 2019
Improving Human Text Comprehension through Semi-Markov CRF-based Neural Section Title Generation NAACL 2019
Analyzing Sentence Fusion in Abstractive Summarization EMNLP 2019
On the Effectiveness of the Pooling Methods for Biomedical Relation Extraction with Deep Learning EMNLP 2019
DEFT: A corpus for definition extraction in free- and semi-structured text ACL 2019
Scoring Sentence Singletons and Pairs for Abstractive Summarization ACL 2019
Expressing Visual Relationships via Language ACL 2019
A Web-based Framework for Collecting and Assessing Highlighted Sentences in a Document COLING 2018
A Framework for Speech Recognition Benchmarking INTERSPEECH 2018
A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents NAACL 2018
MIT-MEDG at SemEval-2018 Task 7: Semantic Relation Classification via Convolution Neural Network SEMEVAL 2018
Neural Networks for Joint Sentence Classification in Medical Paper Abstracts EACL 2017
PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts IJCNLP 2017
MIT at SemEval-2017 Task 10: Relation Extraction with Convolutional Neural Networks SEMEVAL 2017
NeuroNER: an easy-to-use program for named-entity recognition based on neural networks EMNLP 2017
Sequential Short-Text Classification with Recurrent and Convolutional Neural Networks NAACL 2016