← Authors

Nancy F. Chen

48 papers · 2016–2026 · 10 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (5) πŸŒ‰ Interdisciplinary Bridge πŸ—ΊοΈ Taxonomy Completionist (11) 🧭 Keyword Pioneer 🌍 Conference Polyglot (9) πŸƒ Academic Marathon (9) 🐝 Cross-Pollinator (12) πŸ† Keyword Champion (4) 🀝 Dynamic Duo (13) πŸ”¬ Deep Specialist (10) 🧬 Topic Evolution πŸ’Ž Century Club (46) πŸ”₯ Unstoppable (10) πŸš€ Conference Pioneer πŸ—ƒοΈ Keyword Collector (229) ❓ The Questioner (2) ⚑ Prolific Year (17)

Conferences

INTERSPEECH (18) ACL (7) EMNLP (7) AAAI (3) COLING (3) NAACL (3) AACL (2) ICLR (2) IJCNLP (2) EACL (1)

Top co-authors

Zhengyuan Liu (15) Bin Wang (8) Geyu Lin (8) AiTi Aw (6) Shafiq Joty (6) Kenji Kawaguchi (5) Shuo Sun (5) Wenyu Zhang (5) Xunlong Zou (4) Zhuohan Liu (4)

Research topics

Education (2)

Keywords

large language model (14) multimodal learning (6) automatic speech recognition (5) prompt engineering (5) mispronunciation detection (4) in-context learning (4) transfer learning (4) multitask learning (3) zero-shot learning (3) text generation (3) speech emotion recognition (3) cross-lingual transfer (3) acoustic modeling (2) multi-task learning (2) instruction tuning (2) pronunciation training (2) language learning (2) adversarial learning (2) data augmentation (2) conversational ai (2)

Papers

BLEnD-Vis: Benchmarking Multimodal Cultural Understanding in Vision Language Models EACL 2026
AdaMCoT: Rethinking Cross-Lingual Factual Reasoning Through Adaptive Multilingual Chain-of-Thought AAAI 2026
Beyond Classification: Towards Speech Emotion Reasoning with Multitask AudioLLMs AACL 2025
Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation AACL 2025
What Makes a Good Natural Language Prompt? ACL 2025
MERaLiON-AudioLLM: Advancing Speech and Language Understanding for Singapore ACL 2025
SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning ACL 2025
CoinMath: Harnessing the Power of Coding Instruction for Math LLM ACL 2025
Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines ACL 2025
Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts ACL 2025
LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs NAACL 2025
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025
CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment COLING 2025
Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD EMNLP 2025
Benchmarking Contextual and Paralinguistic Reasoning in Speech-LLMs: A Case Study with In-the-Wild Data EMNLP 2025
AudioBench: A Universal Benchmark for Audio Large Language Models NAACL 2025
Preference Optimization for Reasoning with Pseudo Feedback ICLR 2025
Beyond Classification: Towards Speech Emotion Reasoning with Multitask AudioLLMs IJCNLP 2025
Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation IJCNLP 2025
Prompt Optimization via Adversarial In-Context Learning ACL 2024
Dataset-Distillation Generative Model for Speech Emotion Recognition INTERSPEECH 2024
Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing EMNLP 2024
Personality-aware Student Simulation for Conversational Intelligent Tutoring Systems EMNLP 2024
Multi-expert Prompting Improves Reliability, Safety and Usefulness of Large Language Models EMNLP 2024
In2Core: Leveraging Influence Functions for Coreset Selection in Instruction Finetuning of Large Language Models EMNLP 2024
Resilience of Large Language Models for Noisy Instructions EMNLP 2024
Distilling knowledge from Gaussian process teacher to neural network student INTERSPEECH 2023
CoHS-CQG: Context and History Selection for Conversational Question Generation COLING 2022
Singlish Message Paraphrasing: A Joint Task of Creole Translation and Text Normalization COLING 2022
Multilingual Speech Evaluation: Case Studies on English, Malay and Tamil INTERSPEECH 2021
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues ICLR 2021
Have We Solved The Hard Problem? It’s Not Easy! Contextual Lexical Contrast as a Means to Probe Neural Coherence AAAI 2021
WittyKiddy: Multilingual Spoken Language Learning for Kids INTERSPEECH 2021
Unsupervised Feature Adaptation Using Adversarial Multi-Task Training for Automatic Evaluation of Children’s Speech INTERSPEECH 2020
Computer-Assisted Language Learning System: Automatic Speech Evaluation for Children Learning Malay and Tamil INTERSPEECH 2020
Characterization of Singaporean Children’s English: Comparisons to American and British Counterparts Using Archetypal Analysis INTERSPEECH 2020
Fast Prototyping a Dialogue Comprehension System for Nurse-Patient Conversations on Symptom Monitoring NAACL 2019
Topic and Keyword Identification for Low-resourced Speech Using Cross-Language Transfer Learning INTERSPEECH 2018
Improving Mispronunciation Detection for Non-Native Learners with Multisource Information and LSTM-Based Deep Models INTERSPEECH 2017
Multi-Task Learning for Mispronunciation Detection on Singapore Children’s Mandarin Speech INTERSPEECH 2017
Multi-Task Learning Using Mismatched Transcription for Under-Resourced Speech Recognition INTERSPEECH 2017
Mismatched Crowdsourcing from Multiple Annotator Languages for Recognizing Zero-Resourced Languages: A Nullspace Clustering Approach INTERSPEECH 2017
Rescoring Hypothesized Detections of Out-of-Vocabulary Keywords Using Subword Samples INTERSPEECH 2016
SingaKids-Mandarin: Speech Corpus of Singaporean Children Speaking Mandarin Chinese INTERSPEECH 2016
Context Aware Mispronunciation Detection for Mandarin Pronunciation Training INTERSPEECH 2016
Detecting Mispronunciations of L2 Learners and Providing Corrective Feedback Using Knowledge-Guided and Data-Driven Decision Trees INTERSPEECH 2016
Perception of Tone in Whispered Mandarin Sentences: The Case for Singapore Mandarin INTERSPEECH 2016
Analysis of Mismatched Transcriptions Generated by Humans and Machines for Under-Resourced Languages INTERSPEECH 2016