Title: Natural Language Understanding in Conversational AI with Deep Learning
Publisher: Springer Verlag GmbH
Publication Date: 2025
Language: English
ISBN 10: 3031743636
ISBN 13: 9783031743634
Binding: Soft cover
Condition: New

About this title

Synopsis

This book provides a comprehensive introduction to conversational spoken language understanding and surveys recent advances in conversational AI. It guides the reader through the history, current advancements, and future of natural language understanding (NLU) in human-computer interactions.

To this end, the book is structured in seven chapters: Introduction to Natural Language Understanding lays the foundation by tracing the evolution of NLU from early human communication to modern human-computer interactions. Prerequisites and Glossary for Natural Language Understanding then serves as a foundational resource, consolidating essential prerequisites and key terminologies relevant across the book. Single-Turn Natural Language Understanding looks at Single-Turn NLU, focusing on tasks that involve interpreting and processing user inputs in a single interaction, while Multi-Turn Natural Language Understanding moves on systems for extended interactions with users and explores techniques for managing dialogues, using context and integrating external knowledge bases. Next, Evaluating Natural Language Understanding discusses the annotation of datasets and various performance assessment methods, covering different levels of understanding from intent recognition to slot filling and domain classification. Applications and Case Studies in Natural Language Understanding subsequently shows real-world applications of NLU in finance, medicine, and law. Eventually Challenges, Conclusions and Future Directions explores the core obstacles hindering the advancement of NLU, including ambiguity, domain adaptation, data scarcity, and ethical concerns. By understanding these challenges, this chapter highlights the ongoing work needed to advance NLU.

This book mainly targets researchers, PhD students, and professionals who are entering this field and look for a state-of-the-art introduction to NLU applied in conversational systems such as chatbots, large language models, or educational systems.

About the Author

Caren Han is a senior lecturer at the University of Melbourne, an honorary academic at both the University of Sydney and the University of Edinburgh, and an adjunct professor at POSTECH. She is co-directing the Australia Deep Learning NLP Group. After her PhD in 2017, she received several teaching and research awards, including the Australian Young Achiever Certificate (Teaching Excellence), Teacher of the Year 2020, Supervisor of the Year 2021, Best Research Paper Award in top-tier International Artificial Intelligence Conferences, Early Career Research Award 2023. She currently supervises 23 research students, and her research interests include Natural Language Processing with Deep Learning.

Henry Weld has PhDs in both Computer Science and Mathematics at The University of Sydney and is a member of the Australian Deep Learning NLP Group. His research focuses on Natural Language Understanding, particularly multi-turn NLU, and the use of NLU methodologies in other fields where the data has differing granularity based on aspect.

Yan Li is a PhD student at the University of Sydney and is currently visiting the University of Melbourne. Yan is an NLP researcher in the Australia Deep Learning NLP Group, specialising in long document comprehension and reasoning, multi-turn dialogue systems, and multimodal deep learning. Yan’s work focuses on advancing the capabilities of natural language processing through the integration of multiple data modalities and improving comprehension and reasoning over extensive textual content.

Jean Lee is a researcher and data scientist at the Sydney Informatics Hub, a core research facility of the University of Sydney. Her research areas are Natural Language Processing, Information Retrieval, and Artificial Intelligence applications. Prior to academia, she passed the U.S. Uniform Certified Public Accountancy Examination (a.k.a. AICPA) and worked in management consulting firms including Accenture and KPMG.

Josiah Poon is a senior lecturer in the School of Computer Science at the University of Sydney. He co-founded the Australian Deep Learning NLP Group together with Caren Han. His research focuses on having natural language at the hub but integrating with multimodal learning, explainable AI, as well as integrating neural and symbolic approaches.

"About this title" may belong to another edition of this title.

Store Description

Online Handel nur mit Neub�chern

Visit Seller's Storefront

Seller's business information

Moluna GmbH
Engberdingdamm 27, Greven, 48268, Germany

Sale & Shipping Terms

Terms of Sale

Instructions for revocation/
Standard Business Terms and customer information/ data protection declaration

Revocation right for consumers
(A ?consumer? is any natural person who concludes a legal transaction which, to an overwhelming extent, cannot be attributed to either his commercial or independent professional activities.)

Instructions for revocation

Revocation right
You have the right to revoke this contract within one month without specifying any reasons.
The revocation period is one month...

More Information

Right of withdrawal

If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.

Information regarding the right of withdrawal

Statutory right to withdraw

You have the right to withdraw from this contract within 14 days without giving any reason.

The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.

To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.

To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.

Effects of withdrawal

If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).

We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.

We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.

We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.

We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.

You shall send back the goods or hand them over to moluna, Greven, Germany, without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.

Exceptions to the right of withdrawal

The right of withdrawal does not apply to:

The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.

Shipping Terms

II. Kundeninformationen

Identit�t des Verk�ufers

Moluna GmbH
Engberdingdamm 27
48268 Greven
Deutschland
Telefon: 02571/5698933
E-Mail: abe@moluna.de

Wir sind nicht bereit und nicht verpflichtet, an Streitbeilegungsverfahren vor Verbraucherschlichtungsstellen teilzunehmen.

Informationen zum Zustandekommen des Vertrages

Die technischen Schritte zum Vertragsschluss, der Vertragsschluss selbst und die Korrekturm�glichkeiten erfolgen nach Ma�gabe der Regelungen "Zustandekommen des Vertrages" unserer Allgemeinen Gesch�ftsbedingungen (Teil I.).

Vertragssprache, Vertragstextspeicherung

3.1. Vertragssprache ist deutsch .

3.2. Der vollst�ndige Vertragstext wird von uns nicht gespeichert. Vor Absenden der Bestellung k�nnen die Vertragsdaten �ber die Druckfunktion des Browsers ausgedruckt oder elektronisch gesichert werden. Nach Zugang der Bestellung bei uns werden die Bestelldaten, die gesetzlich vorgeschriebenen Informationen bei Fernabsatzvertr�gen und die Allgemeinen Gesch�ftsbedingungen nochmals per E-Mail an Sie �bersandt.

Wesentliche Merkmale der Ware oder Dienstleistung

Die wesentlichen Merkmale der Ware und/oder Dienstleistung finden sich im jeweiligen Angebot.

Preise und Zahlungsmodalit�ten

5.1. Die in den jeweiligen Angeboten angef�hrten Preise sowie die Versandkosten stellen Gesamtpreise dar. Sie beinhalten alle Preisbestandteile einschlie�lich aller anfallenden Steuern.

5.2. Die anfallenden Versandkosten sind nicht im Kaufpreis enthalten. Sie sind �ber eine entsprechend bezeichnete Schaltfl�che auf unserer Internetpr�senz oder im jeweiligen Angebot aufrufbar, werden im Laufe des Bestellvorganges gesondert ausgewiesen und sind von Ihnen zus�tzlich zu tragen, soweit nicht die versandkostenfreie Lieferung zugesagt ist.

5.3. Die Ihnen zur Verf�gung stehenden Zahlungsarten sind unter einer entsprechend bezeichneten Schaltfl�che auf unserer Internetpr�senz oder im jeweiligen Angebot ausgewiesen.

5.4. Soweit bei den einzelnen Zahlungsarten nicht anders angegeben, sind die Zahlungsanspr�che aus dem geschlossenen Vertrag sofort zur Zahlung f�llig.

Lieferbedingungen

6.1. Die Lieferbedingungen, der Liefertermin sowie gegebenenfalls bestehende Lieferbeschr�nkungen finden sich unter einer entsprechend bezeichneten Schaltfl�che auf unserer Internetpr�senz oder im jeweiligen Angebot.

Soweit im jeweiligen Angebot oder unter der entsprechend bezeichneten Schaltfl�che keine andere Frist angegeben ist, erfolgt die Lieferung der Ware innerhalb von 3-5 Tagen nach Vertragsschluss (bei vereinbarter Vorauszahlung jedoch erst nach dem Zeitpunkt Ihrer Zahlungsanweisung).

6.2. Soweit Sie Verbraucher sind ist gesetzlich geregelt, dass die Gefahr des zuf�lligen Untergangs und der zuf�lligen Verschlechterung der verkauften Sache w�hrend der Versendung erst mit der �bergabe der Ware an Sie �bergeht, unabh�ngig davon, ob die Versendung versichert oder unversichert erfolgt. Dies gilt nicht, wenn Sie eigenst�ndig ein nicht vom Unternehmer benanntes Transportunternehmen oder eine sonst zur Ausf�hrung der Versendung bestimmte Person beauftragt haben.

Sind Sie Unternehmer, erfolgt die Lieferung und Versendung auf Ihre Gefahr.

Gesetzliches M�ngelhaftungsrecht

Die M�ngelhaftung richtet sich nach der Regelung "Gew�hrleistung" in unseren Allgemeinen Gesch�ftsbedingungen (Teil I).

letzte Aktualisierung: 23.10.2019

Shipping rates from Germany to U.S.A.

Shipping rates from Germany to U.S.A.
Order quantity	16 to 45 business days	16 to 45 business days
First item	� 41.97	� 41.97

Delivery times are set by sellers and vary by carrier and location. Orders passing through Customs may face delays and buyers are responsible for any associated duties or fees. Sellers may contact you regarding additional charges to cover any increased costs to ship your items.

Detailed Seller Information