Dorottya Demszky
19 papers · 2019–2026 · 5 venues · across top CS/AI venues
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large language model
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text classification
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information retrieval
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classroom discourse
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topic modeling
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sentiment analysis
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educational assessment
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language model
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teacher coaching
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semantic similarity
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zero-shot learning
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question answering
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social media analysis
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transfer learning
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representation learning
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weakly supervised learning
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latent dirichlet allocation
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multi-task learning
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automatic speech recognition
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Papers
EduCoder: An Open-Source Annotation System for Education Transcript Data
ACL 2026
IDEAlign: Comparing Ideas of Large Language Models to Domain Experts
EACL 2026
From Weak Labels to Strong Results: Utilizing 5,000 Hours of Noisy Classroom Transcripts with Minimal Accurate Data
Interspeech 2025
Tell, Don’t Show: Leveraging Language Models’ Abstractive Retellings to Model Literary Themes
ACL 2025
Backtracing: Retrieving the Cause of the Query
EACL 2024
Bridging the Novice-Expert Gap via Models of Decision-Making: A Case Study on Remediating Math Mistakes
NAACL 2024
Edu-ConvoKit: An Open-Source Library for Education Conversation Data
NAACL 2024
Problem-Oriented Segmentation and Retrieval: Case Study on Tutoring Conversations
EMNLP 2024
Is ChatGPT a Good Teacher Coach? Measuring Zero-Shot Performance For Scoring and Providing Actionable Insights on Classroom Instruction
ACL 2023
MD3: The Multi-Dialect Dataset of Dialogues
Interspeech 2023
“Mistakes Help Us Grow”: Facilitating and Evaluating Growth Mindset Supportive Language in Classrooms
EMNLP 2023
SIGHT: A Large Annotated Dataset on Student Insights Gathered from Higher Education Transcripts
ACL 2023
The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts
ACL 2023
Computationally Identifying Funneling and Focusing Questions in Classroom Discourse
NAACL 2022
Learning to Recognize Dialect Features
NAACL 2021
Measuring Conversational Uptake: A Case Study on Student-Teacher Interactions
ACL 2021
Analyzing the Framing of 2020 Presidential Candidates in the News
ACL 2020
GoEmotions: A Dataset of Fine-Grained Emotions
ACL 2020
Analyzing Polarization in Social Media: Method and Application to Tweets on 21 Mass Shootings
NAACL 2019