Publications

B2T Connection: Serving Stability and Performance in Deep Transformers

Findings of ACL 2023

Natural Language Processing / Speech Processing

By : Sho Takase, Shun Kiyono, Sosuke Kobayashi, Jun Suzuki

VocabEncounter: NMT-powered Vocabulary Learning by Presenting Computer-Generated Usages of Foreign Words into Users’ Daily Lives

CHI 2022

Human Computer Interaction (HCI)/ Human Robot Interaction (HRI)

Natural Language Processing / Speech Processing

By : Riku Arakawa, Hiromu Yakura, Sosuke Kobayashi

Instance-Based Neural Dependency Parsing

TACL 2021

Natural Language Processing / Speech Processing

By : Hiroki Ouchi, Jun Suzuki, Sosuke Kobayashi, Sho Yokoi, Tatsuki Kuribayashi, Masashi Yoshikawa, Kentaro Inui

SHAPE: Shifted Absolute Position Embedding for Transformers

EMNLP 2021

Natural Language Processing / Speech Processing

By : Shun Kiyono, Sosuke Kobayashi, Jun Suzuki, Kentaro Inui

All Word Embeddings from One Embedding

NeurIPS 2020

Machine Learning / Deep Learning

Natural Language Processing / Speech Processing

By : Sho Takase, Sosuke Kobayashi

Instance-based Learning of Span Representations: A Case Study through Named Entity Recognition

ACL 2020

Natural Language Processing / Speech Processing

By : Hiroki Ouchi, Jun Suzuki, Sosuke Kobayashi, Sho Yokoi, Tatsuki Kuribayashi, Ryuto Konno, Kentaro Inui

Effective Adversarial Regularization for Neural Machine Translation

ACL 2019

Natural Language Processing / Speech Processing

By : Motoki Sato, Jun Suzuki, Shun Kiyono

Pointwise HSIC: A Linear-Time Kernelized Co-occurrence Norm for Sparse Linguistic Expressions

EMNLP 2018

Natural Language Processing / Speech Processing

By : Sho Yokoi, Sosuke Kobayashi, Kenji Fukumizu, Jun Suzuki, Kentaro Inui

ESPnet: End-to-End Speech Processing Toolkit

Interspeech 2018

Natural Language Processing / Speech Processing

By : Shinji Watanabe, Takaaki Hori, Shigeki Karita, Tomoki Hayashi, Jiro Nishitoba, Yuya Unno, Nelson Enrique Yalta Soplin, Jahn Heymann, Matthew Wiesner, Nanxin Chen, Adithya Renduchintala, Tsubasa Ochiai

Interactively Picking Real-World Objects with Unconstrained Spoken Language Instructions

Best Paper Award on Human-Robotics Interaction in ICRA 2018

Natural Language Processing / Speech Processing

Robotics

By : Jun Hatori, Yuta Kikuchi, Sosuke Kobayashi, Kuniyuki Takahashi, Yuta Tsuboi, Yuya Unno, Wilson Ko, Jethro Tan

Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations,

NAACL HLT 2018

Natural Language Processing / Speech Processing

By : Sosuke Kobayashi

Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations

NAACL HLT 2018

Natural Language Processing / Speech Processing

By : Sosuke Kobayashi