📃 Seminar

Our research group has a weekly or bi-weekly seminar to follow up on recent studies on AI and NLP.

Below is the list of discussed papers and presentation materials (in Korean).

매주, 격주 세미나를 통해 NLP/AI Top Conferences에 발표된 논문을 리뷰하며 연구 동향을 살펴봅니다.

❗ 발표 날짜를 클릭하면 발표 자료로, 논문 제목을 클릭하면 해당 논문 pdf로 접근 가능합니다 :)

발표 날짜	제목	발행 연월	Venue	발제자
241129	NVLM: Open Frontier-Class Multimodal LLMs	2024-09	preprint	박현빈
241108	Debating with More Persuasive LLMs Leads to More Truthful Answers	2024-05	ICML	최종현
241025	Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection	2024-02	ICLR	윤예준
241018	On Stance Detection in Image Retrieval for Argumentation	2023-07	SIGIR	이다현
241011	Can AI Assistants Know What They Don't Know?	2024-01	ICML	윤예준
240927	R-Tuning: Instructing Large Language Models to Say 'I Don't Know'	2023-11	NAACL	최종현
240920	Retrieval-Augmented Generation for Large Language Models: A Survey	2023-12	preprint	김태균
240913	Factuality challenges in the era of large language models and opportunities for fact-checking	2023-10	Nature Machine Intelligence	고경빈
240906	Political Compass or Spinning Arrow? Towards More Meaningful Evaluations for Values and Opinions in Large Language Models	2024-02	ACL	박현빈
240828	Transitive Consistency Constrained Learning for Entity-to-Entity Stance Detection	2024-01	ACL	이다현
240805	Precise Zero-Shot Dense Retrieval without Relevance Labels	2023-07	ACL	윤예준
240729	EZ-STANCE: A Large Dataset for Zero-Shot Stance Detection	2023-08	ACL	이다현
240715	Learning to Filter Context for Retrieval-Augmented Generation	2023-11	preprint	이다현
240708	Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity	2024-03	NAACL	송선영
240701	Lost in the Middle: How Language Models Use Long Contexts	2024-02	TACL	윤예준
240624	Large Language Models Can Self-Improve	2022-10	EMNLP	이다현
240603	Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering	2020-07	EACL	송선영
240527	Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks	2020-05	NeurIPS	윤예준
240513	Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models	2023-10	EMNLP	송선영
240429	REVEAL: Retrieval-Augmented Visual-Language Pre-Training with Multi-Source Multimodal Knowledge Memory	2022-12	CVPR	윤예준
240415	SmallCap: Lightweight Image Captioning Prompted With Retrieval Augmentation	2022-09	CVPR	이상민
240408	Improving Factuality and Reasoning in Language Models through Multiagent Debate	2023-05	preprint	이다현
240401	Chain-of-Verification Reduces Hallucination in Large Language Models	2023-09	preprint	송선영
240315	RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training	2023-06	CVPR	윤예준
240227	Stance Classification of Context-Dependent Claims	2017-04	EACL	이다현
240227	Attention on Attention for Image Captioning	2019-10	ICCV	이상민
240220	IAM: A Comprehensive and Large-Scale Dataset for Integrated Argument Mining Tasks	2022-03	ACL	이다현
240220	Visual News: Benchmark and Challenges in News Image Captioning	2021-11	EMNLP	이상민
240213	Conceptual Captions: A Cleaned, Hypernymed, Image Alt-text Dataset For Automatic Image Captioning	2018-07	ACL	이상민
240206	PaperMage: A Unified Toolkit for Processing, Representing, and Manipulating Visually-Rich Scientific Documents	2023-12	EMNLP	정현우
240123	Open-Domain, Content-Based, Multi-Modal Fact-Checking of Out-of-Context Images via Online Resources	2022-06	CVPR	윤예준
240116	Improving Text Embeddings with Large Language Models	2023-12	preprint	송선영
240109	SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization	2023-12	EMNLP	정현우
231121	High-Resolution Image Synthesis with Latent Diffusion Models	2022-04	CVPR	정현우
230926	LoRA: Low-Rank Adaptation of Large Language Models	2021-06	preprint	윤예준
230926	QLoRA: Efficient Finetuning of Quantized LLMs	2023-05	preprint	윤예준
230926	Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning	2022-05	NeurIPS	윤예준
230919	A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT	2023-03	preprint	정현우
230831	End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models	2023-07	SIGIR	박건우 교수님
230831	Fact-Checking Complex Claims with Program-Guided Reasoning	2023-07	ACL	김한성
230817	From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models	2023-07	ACL	윤예준
230810	Do Androids Laugh at Electric Sheep? Humor “Understanding” Benchmarks from The New Yorker Caption Contest	2023-07	ACL	정현우
230808	Llama 2: Open Foundation and Fine-Tuned Chat Models	2023-07	preprint	김한성
230807	LIMA: Less Is More for Alignment	2023-05	preprint	윤예준
230804	Self-Instruct: Aligning Language Model with Self Generated Instructions	2022-12	ACL	송선영
230803	LLaMA: Open and Efficient Foundation Language Models	2023-02	preprint	박건우 교수님
230802	PaLM: Scaling Language Modeling with Pathways	2022-04	preprint	김한성
230801	LaMDA: Language Models for Dialog Applications	2022-01	preprint	윤예준
230731	Training language models to follow instructions with human feedback	2022-03	NeurIPS	송선영
230728	Language Models are Few-Shot Learners	2020-05	NeurIPS	박건우 교수님
230727	Language Models are Unsupervised Multitask Learners	2019-02	preprint	김한성
230726	Improving Language Understanding by Generative Pre-Training	2018-06	preprint	윤예준
230725	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	2018-10	ACL	송선영
230724	Attention is all you need	2017-06	NeurIPS	박건우 교수님
230713	How Language Model Hallucinations Can Snowball	2023-05	preprint	박채원
230706	On the Risk of Misinformation Pollution with Large Language Models	2023-05	preprint	송선영
230602	CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual Retrieval	2022-10	COLING	김한성
230407	Align before Fuse: Vision and Language Representation Learning with Momentum Distillation	2021-10	NeurlPS	윤예준
230407	InfoCSE:Information-aggregated Contrastive Learning	2022-10	EMNLP	김한성
230324	BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation	2022-02	ICML	윤예준
230324	Unsupervised Dense Information Retrieval with Contrastive Learning	2022-08	TMLR	송선영
230324	A Survey on Automated Fact-checking	2022-06	TACL	김한성
230310	Introduction to Open Domain Question Answering			김한성
230217	English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings	2023-11	EMNLP	송선영
230210	APEACH:Attacking Pejorative Expressions with Analysis on Crowd-Generated Hate Speech Evaluation Datasets	2022-10	EMNLP	박채원
230203	Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning	2023-02	ICLR	윤예준
230117	Debiased Contrastive Learning of Unsupervised Sentence Representations	2022-05	ACL	송선영
230110	Use All the Labels: A Hierarchical Multi-Label Contrastive Learning Framework	2022-04	CVPR	정시열
230103	Fine-tune BERT for Extractive Summarization	2019-03	preprint	안제준
221227	InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings	2022-10	EMNLP	윤예준
221202	Self-Guided Contrastive Learning for BERT Sentence Representations	2021-06	ACL	송선영
221118	Bridging Towers of Multi-task Learning with a Gating Mechanism for Aspect-based Sentiment Analysis and Sequential Metaphor Identification	2021-05	AAAI	정시열
221118	Interpreting Verbal Metaphors by Paraphrasing	2021-04	preprint	정시열
221118	Explainable Metaphor Identification Inspired by Conceptual Metaphor Theory	2022-06	AAAI	정시열
221118	Improving Generalizability in Implicitly Abusive Language Detection with Concept Activation Vectors	2022-04	ACL	박채원
221104	ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding	2022-09	COLING	윤예준
221104	Hierarchical Attention Network for Explainable Depression Detection on Twitter Aided by Metaphor Concept Mappings	2022-09	COLING	정시열
221104	Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection	2022-11	COLING	박채원
220930	BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension	2019-10	ACL	안제준
220916	Momentum Contrast for Unsupervised Visual Representation Learning	2019-11	IEEE/CVF	윤예준
220819	Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence	2019-03	NAACL	박산야
220812	SimCSE: Simple Contrastive Learning of Sentence Embeddings	2021-04	EMNLP	송선영
220805	HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection	2020-12	AAAI	박채원
220729	Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	2021-07		안제준
220603	Vision-Language Pretraining:Current Trends and the Future	2022-05	ACL tutorial	윤예준
220603	Knowledge-Augmented Methods for Natural Language Processing	2022-05	ACL tutorial	안제준
220603	Learning with Limited Text Data	2022-05	ACL tutorial	박산야
220520	Deep contextualized word representations	2018-03	NAACL	송선영
220513	ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators	2020-03	ICLR	박채원
220506	Language Models are Few-Shot Learners	2020-07	OpenAI	윤예준
220412	Language Models are Unsupervised Multitask Learners	2019-08	OpenAI	송선영
220405	Improving Language Understanding by Generative Pre-Training	2018-06	OpenAI	박채원
220329	Longformer: The Long-Document Transformer	2020-12		최혜원
220322	Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation	2014-09	EMNLP	윤예준
220315	A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios	2021-04	NAACL	송선영
220308	EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks	2019-08	EMNLP	박채원
211105	Automatic Identification of Harmful, Aggressive, Abusive, and Offensive Language on the Web : A Survey of Technical Biases Informed by Psychology Literature	2021-10	ACM	박채원,이상윤
211001	What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers	2021-09	EMNLP	송선영
210910	Model Compression			최혜원
210910	Rich feature hierarchies for accurate object detection and semantic segmentation	2014-10	CVPR	김태우
210827	Learning from the Worst: Dynamically Genearated Datasets to improve Online Hate Detection	2021-06	ACL	박채원
210820	Assessing Emoji Use in Modern Text Processing Tools	2021-01	ACL	송선영
210813	Changes in European Solidarity Before and During COVID-19: Evidence from a Large Crowd- and Expert-Annotated Twitter Dataset	2021-08	ACL	최혜원
210806	Ruddit: Norms of Offensiveness for English Reddit Comments	2021-06	ACL	윤예준
210730	HATECHECK: Functional Tests for Hate Speech Detection Models	2021-05	ACL	이상윤