Hyunwoo Kim
연세대학교 전기전자공학부 · 컴퓨터과학
Hyunwoo Kim 교수의 연구실은 자연어 처리와 이중어학습(L2)의 교차 분야에서 활동하며, 특히 대화 시스템의 공감 능력 향상, 비안전한 대화 상황에 대한 적절한 반응 생성, 그리고 어휘-구조 통합의 인지적 처리 과정을 중심으로 연구를 진행하고 있습니다. 언어의 의미와 구조적 특성, 특히 인과관계 표현, 어휘-구조 쌍의 다양성, 어휘-구조 통합의 인지적 과정을 분석함으로써 L2 학습자의 언어 능력 향상 메커니즘을 탐구합니다. 특히, 실제 대화에서의 사회적 규범 준수, 공감 표현, 안전한 대화 제어를 위한 지능형 대화 시스템 개발에 초점을 맞추고 있습니다.
표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.
Hyunwoo Kim, Jack Hessel, Liwei Jiang, Peter West, Ximing Lu, Youngjae Yu, Pei Zhou, Ronan Bras, Malihe Alikhani, Gunhee Kim, Maarten Sap, Yejin Choi. Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing. 2023.
Empathy is a complex cognitive ability based on the reasoning of others' affective states. In order to better understand others and express stronger empathy in dialogues, we argue that two issues must be tackled at the same time: (i) identifying which word is the cause for the other's emotion from his or her utterance and (ii) reflecting those specific words in the response generation. However, previous approaches for recognizing emotion cause words in text require sub-utterance level annotation
Most existing dialogue systems fail to respond properly to potentially unsafe user utterances by either ignoring or passively agreeing with them. To address this issue, we introduce ProsocialDialog, the first large-scale multi-turn dialogue dataset to teach conversational agents to respond to problematic content following social norms. Covering diverse unethical, problematic, biased, and toxic situations, ProsocialDialog contains responses that encourage prosocial behavior, grounded in commonsen
Abstract Implicit causality (IC) is a well-known phenomenon whereby certain verbs appear to create biases to remention either their subject or object in a causal dependent clause. This study investigated to what extent Korean learners of English made use of IC information for predictive processing at a discourse level, and whether L2 proficiency played a modulating role in this process. Results from a visual-world eye-tracking experiment showed early use of IC information in both L1 and L2 liste
Abstract One of the important components in second language (L2) development is to produce clause-level units of form–meaning pairings or argument structure constructions. Based on the usage-based constructionist approach that language development entails an ability to use more diverse, more complex, and less frequent constructions, this study tested whether constructional diversity and complexity predict L2 learners’ writing proficiency. Using a natural language processing tool called the Const
Abstract This study investigated the effects of construction types on Korean-L1 English-L2 learners’ verb–construction integration in online processing by presenting the ditransitive and prepositional dative constructions and manipulating the verb’s association strength within these constructions. Results of a self-paced reading experiment showed that the L2 group spent longer times in the verb–construction integration in the postverbal complement region when processing the ditransitive construc
Theory of mind (ToM) evaluations currently focus on testing models using passive narratives that inherently lack interactivity. We introduce FANToM, a new benchmark designed to stress-test ToM within information-asymmetric conversational contexts via question answering. Our benchmark draws upon important theoretical requisites from psychology and necessary empirical considerations when evaluating large language models (LLMs). In particular, we formulate multiple types of questions that demand th
This study investigates the influence of the semantic heaviness of verbs (i.e., heavy or light verbs) and language proficiency on second language (L2) learners’ use of constructional information in a sentence‐sorting task and a corpus analysis. Previous studies employing a sentence‐sorting task demonstrated that advanced L2 learners sorted English sentences according to argument structure constructions rather than lexical verbs. However, these studies collapsed both heavy (e.g., cut, throw ) and
This study investigates how the strength of referential biases associated with implicit vs explicit causality predicates in Korean affects Korean-speaking learners’ reference choices in English. Sentence-completion experiments with Korean (Experiment 1a) and English (1b) native speakers showed that Korean speakers referred to the subject more following predicates with explicit vs implicit causality marking, whereas English speakers showed no difference in referential bias for the English transla
The present study investigated the effects of construction‐based instruction on Korean English as a foreign language (EFL) learners’ production of the English argument structure constructions. Within the theoretical framework of construction grammar (Goldberg, 1995), the authors presented college students with English constructions in a hierarchical network and provided contextually meaningful visual scenes in connection with the language input. Results from translation and guided writing tasks,
Abstract The constructionist approach holds that an argument structure construction, a conventionalized form–meaning correspondence of a sentence, allows language users to efficiently access sentential information. This study investigated whether increased sensitivity to constructional information would enable second language learners to efficiently fuse information from a verb and a construction during real‐time sentence processing. Based on their performance in an English sentence sorting task
Abstract This study investigated the unresolved issue of potential sources of heritage language attrition. To test contributing effects of three learner variables – age of second language acquisition, length of residence, and language input – on heritage children's lexical retrieval accuracy and speed, we conducted a real-time word naming task with 68 children (age 11–14 years) living in South Korea who spoke either Chinese or Russian as a heritage language. Results of regression analyses showed