Projects

Imported titles and summaries from the public listings on emorynlp.org; fuller pages can migrate over time. Sources live in src/content/projects/.

AI in Education

Personalized Learning for Efficient Mastery of Individual Education Goals

Current

AI in Mental Healthcare

Enhancing Diagnostics and Patient Care through Cutting-edge AI Technologies

Current

Alexa Prize 3

Alexa Prize Socialbot Grand Challenge 3 (09/2019 ~ 08/2020)

Completed

Alexa Prize 4

Alexa Prize Socialbot Grand Challenge 4 (09/2020 ~ 08/2021)

Completed

Brain Health and Aging

Discourse Analysis to Derive Biomarkers of Brain Health and Aging

Current

Character Mining

Unraveling Explicit and Implicit Contexts for Machine Comprehension in Multiparty Dialogue

Current

Chatbot Evaluation

Comprehensive Evaluation Frameworks for Conversational AI Systems

Current

Conversational AI

Next-Generation Conversational AI for Scalable Real-World Integration

Current

Coref. Resolution & Relation Extraction

Document-Level Information Extraction for Comprehensive Language Understanding

Current

Deep Semantic Representation

Semantic Graph Representations for Profound Contextual Reasoning

Current

Dementia Carebot

AI-powered Conversational Agent for Early Dementia Detection and Assessment

Current

Diverse Clinical Note Analysis

Prediction of Patient Re-Hospitalization for Kidney Transplant via Clinical Note Analysis

Completed

Early Alzheimer's Detection

Detection of Early Alzheimer's Disease by Analyzing Transcripts of Short Speech

Completed

ECLAIR: Competence-Level Analysis

Competence-level Estimation for Job Applications through Resume Analysis

Completed

ELIT: Language Toolkit

Development of the Emory Language and Technology Toolkit with Apache GluonNLP

Completed

Emora Chat: University Companion

Chatbot Companions for University Students Empowered by Large Language Models

Current

Emory-Alexa AI Collaboration

Resource Creation and Comprehensive Evaluation in Open-domain Conversational AI

Completed

Emory-InitialView Collaboration

Interview Chatbot for International High School Students Applying to U.S. Universities

Current

Emory-KP Collaboration

Development of Virtual Agent for Medical Call Center with Integration of Patient Records

Current

Emory-RLS Collaboration

Extraction of Diagnostic Relations for Symptoms and Treatments from Social Media

Current

Emory-Yonsei Collaboration

Crosslingual Representation Learning and Coreference Resolution in Fantasy Literatures

Completed

Hyundai-Emory Collaboration

Generative AI-powered Crash Engineering Assistant to Enhance Vehicle Safety

Completed

Konkuk-Emory Collaboration

Enhancing Rational and Emotional Intelligence for Reliable Conversational Agents

Current

Korean Universal Dependency

Development of Google, Penn, and KAIST Korean Universal Dependency Treebanks

Completed

Multi-genre/layer Annotation

Annotation of Coreference, Temporal, and Causal Relations across Multiple Genres

Completed

Multilinguality and Cross-linguality

Multilingual and Cross-Lingual Language Processing for Inclusive Global Communication

Current

Neurology Symptom Detection

Detection of Neurology Symptoms in Head CT Scans by Analyzing Radiology Reports

Completed

Question Answering

Information Extraction and Structure Representations for Complex Question Answering

Current

Representation Learning

Neural Embeddings for Enhanced Semantic Representation and Model Efficiency

Current

Sequence Tagging & Structure Parsing

Sequence Tagging and Structure Parsing for Fine-grained Language Understanding

Current

Speech Processing

Identifying and Segmenting Distinct Voices in Audio Recordings

Current

STDM-based Social Chatbot

Development of State Transition-based Social Chatbot for College Students

Completed

SwNE Annotation

Annotation of Named Entities in the Switchboard Dialogue Corpus

Completed

Text Classification and Mining

Advanced NLP Models for Multi-Faceted Text Analysis and Insight Extraction

Current

Text-to-SQL Generation

Natural Language to Database Query Conversion by Automating SQL Generation

Current

TinkerTales

Interactive Storytelling Platform Teaching Human-AI Collaboration Skills

Current

Trauma Carebot

Conversational AI and Language Diagnostic Solutions for Accessible Trauma Patient Care

Current

WISeR Annotation

Annotation of the Widely Interpretable Semantic Representation Corpus

Completed