DeepPavlov: Open-Source Library for Dialogue Systems

no code implementations • ACL 2018 • Mikhail Burtsev, Alex Seliverstov, er, Rafael Airapetyan, Mikhail Arkhipov, Dilyara Baymurzina, Nickolay Bushkov, Olga Gureenkova, Taras Khakhulin, Yuri Kuratov, Denis Kuznetsov, Alexey Litinsky, Varvara Logacheva, Alexey Lymar, Valentin Malykh, Maxim Petrov, Vadim Polulyakh, Leonid Pugachev, Alexey Sorokin, Maria Vikhreva, Marat Zaynutdinov

It supports modular as well as end-to-end approaches to implementation of conversational agents.

General Classification intent-classification +5

Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker

no code implementations • 5 Feb 2020 • Pavel Gulyaev, Eugenia Elistratova, Vasily Konovalov, Yuri Kuratov, Leonid Pugachev, Mikhail Burtsev

The organizers introduced the Schema-Guided Dialogue (SGD) dataset with multi-domain conversations and released a zero-shot dialogue state tracking model.

Dialogue State Tracking Question Answering +1

Short Text Clustering with Transformers

no code implementations • 31 Jan 2021 • Leonid Pugachev, Mikhail Burtsev

Recent techniques for the task of short text clustering often rely on word embeddings as a transfer learning component.

Clustering Sentence +3

Explain My Surprise: Learning Efficient Long-Term Memory by Predicting Uncertain Outcomes

1 code implementation • 27 Jul 2022 • Artyom Sorokin, Nazar Buzun, Leonid Pugachev, Mikhail Burtsev

This requires to store prohibitively large intermediate data if a sequence consists of thousands or even millions elements, and as a result, makes learning of very long-term dependencies infeasible.