Nancy F. Chen

MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation ACL 2026 AdaMCoT: Rethinking Cross-Lingual Factual Reasoning Through Adaptive Multilingual Chain-of-Thought AAAI 2026 BLEnD-Vis: Benchmarking Multimodal Cultural Understanding in Vision Language Models EACL 2026 Programming over Thinking: Efficient and Robust Multi-Constraint Planning ACL 2026 Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment ACL 2026 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 Preference Optimization for Reasoning with Pseudo Feedback ICLR 2025 CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment COLING 2025 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 LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs NAACL 2025 What Makes a Good Natural Language Prompt? ACL 2025 MERaLiON-AudioLLM: Advancing Speech and Language Understanding for Singapore ACL 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 MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 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 AudioBench: A Universal Benchmark for Audio Large Language Models NAACL 2025 SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning ACL 2025 Personality-aware Student Simulation for Conversational Intelligent Tutoring Systems EMNLP 2024 Prompt Optimization via Adversarial In-Context Learning ACL 2024 Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing EMNLP 2024 Dataset-Distillation Generative Model for Speech Emotion Recognition INTERSPEECH 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 Singlish Message Paraphrasing: A Joint Task of Creole Translation and Text Normalization COLING 2022 CoHS-CQG: Context and History Selection for Conversational Question Generation COLING 2022 Multilingual Speech Evaluation: Case Studies on English, Malay and Tamil INTERSPEECH 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 Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues ICLR 2021 Computer-Assisted Language Learning System: Automatic Speech Evaluation for Children Learning Malay and Tamil INTERSPEECH 2020 Unsupervised Feature Adaptation Using Adversarial Multi-Task Training for Automatic Evaluation of Children’s Speech 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 Multi-Task Learning Using Mismatched Transcription for Under-Resourced Speech Recognition INTERSPEECH 2017 Improving Mispronunciation Detection for Non-Native Learners with Multisource Information and LSTM-Based Deep Models INTERSPEECH 2017 Mismatched Crowdsourcing from Multiple Annotator Languages for Recognizing Zero-Resourced Languages: A Nullspace Clustering Approach INTERSPEECH 2017 Multi-Task Learning for Mispronunciation Detection on Singapore Children’s Mandarin Speech INTERSPEECH 2017 Context Aware Mispronunciation Detection for Mandarin Pronunciation Training INTERSPEECH 2016 SingaKids-Mandarin: Speech Corpus of Singaporean Children Speaking Mandarin Chinese INTERSPEECH 2016 Rescoring Hypothesized Detections of Out-of-Vocabulary Keywords Using Subword Samples INTERSPEECH 2016 Perception of Tone in Whispered Mandarin Sentences: The Case for Singapore Mandarin INTERSPEECH 2016 Detecting Mispronunciations of L2 Learners and Providing Corrective Feedback Using Knowledge-Guided and Data-Driven Decision Trees INTERSPEECH 2016 Analysis of Mismatched Transcriptions Generated by Humans and Machines for Under-Resourced Languages INTERSPEECH 2016