The conference will feature three main tracks – Research, Users and Providers, and Government, each dedicated to the respective area of machine translation research, commercial application, and government use.

IMPORTANT DATES: these dates apply to submissions to each of the tracks, including tutorials:

Submission deadline: Monday, 13 June 2022 **Extended**
Notification of acceptance: Monday, 18 July 2022
Final “camera-ready” versions: Monday, 8 August 2022
Please note the earlier deadline for submission of Workshop proposals:

Submission deadline: Friday, 20 May 2022
The submission and “camera-ready” deadline time zone for all the above dates is “Anywhere on Earth” (UTC–12).

SUBMISSIONS: All papers for the Research track and abstracts for the Users and Providers or Government tracks must be submitted to the SUBMISSION WEBSITE by the submission deadline indicated above. This site requires an easy-to-perform registration as an author.

Final versions of papers and/or slide presentations will be published digitally on the AMTA website and on the ACL Anthology website.

IMPORTANT NOTE: Due to the hybrid nature of the conference, all papers, presentations, tutorials, and workshops will be recorded without exception. Any submission will be understood by the AMTA 2022 Organizing Committee as giving your tacit permission for the organizers to create a video recording of your presentation and make it available to conference attendees, and potentially to members of AMTA, AAMT, or EAMT as well. Depending on the final format of the conference, we may also request that presentations be pre-recorded.

Guidelines for submission to the tracks of the conference are as follows:

Research Track
Chairs: Kevin Duh, Francisco Guzman (mtresearchers@amtaweb.org)

We invite original, substantial, and unpublished research in all aspects of machine translation (MT). We seek submissions across the entire spectrum of MT-related research, but with a particular focus on the conference’s strength: the close interaction between researchers and practitioners who are looking to apply the latest MT technology to their tasks. Topics of interest include but are not limited to:

Advances in data-driven MT (e.g., neural, statistical)
Lexicon acquisition and integration into MT
MT for low resource languages
Model distillation, compression, and on-device MT
MT in production scenarios, robustness, and deployment issues.
MT for multiple modalities (Speech, OCR)
MT for communication (chats, blogs, social networks)
Few-shot adaptation of pre-trained MT systems
Deep integration of MT technology within translation and localization pipelines
Large-scale mining of translation resources
Computer-Assisted Translation (CAT)
MT Evaluation
Measuring Fairness, Bias, Transparency in Translation
Detecting and preventing Catastrophic errors in Translation
Best practices in annotation for Translation

Submission Instructions:
Papers should not be longer than 10 pages of content (for references, unlimited number of pages is allowed). The papers must follow the style guides (PDF version, LaTeX version, MS Word version) and be submitted in PDF format. To allow for blind reviewing, please do not include author names and affiliations within the paper and avoid obvious self-references. Research track papers must represent new work that has not been previously published (pre-prints posted online on servers such as arXiv do not count as published papers, and thus are allowed to be submitted; we do not require a 1-month anonymity period for previous submissions on arXiv). Authors submitting a similar paper to another conference or workshop must specify this at submission time; if the paper is accepted to multiple venues, the author must choose which one to present at. Papers must be submitted via the SUBMISSION WEBSITE indicated in the Conference Tracks section above. This site requires an easy-to-perform registration as an author.

MT Users and Providers Track
Chairs: Janice Campbell, Jay Marciano, Konstantin Savenkov, Alex Yanishevsky (mtusers-providers@amtaweb.org)

This track is intended for users, providers, and developers of machine translation, as well as professional translators and Language Service Providers, to present novel, original, and unpublished applications of machine translation technology or specific commercial use cases.

We seek submissions for 15-20-minute presentations (including a few minutes for questions and discussion) concerning the use of MT and/or related tools, processes, and technologies to support business goals and serve the customer or user in commercial settings.

Topics of interest may include, but are not limited to, the following:

Rapid creation and deployment of mobile MT systems: with specialized vocabularies for use in humanitarian crises
Domain adaptation and customization of MT models: commercial customization platforms, implementation of open frameworks, and comparison of methodologies used to adapt and customize baseline engines.
Data preparation: data sources, extraction, alignment, and cleaning of corpora, terminology, data augmentation, metadata extraction, working with data drift.
MT for low-resource languages: language pairs with limited data; cross-dialect and cross-domain translation.
Comparison and evaluation of MT systems: with respect to business, technical and linguistic requirements.
MT output quality and confidence scoring: tools, methods, and metrics, such as human evaluations, automatic scoring, and MTQE.
Advanced MT fine-tuning and enhancement: including pre- and post-processing; controlling style, tone of voice, gender, pseudonymization; automatic post-editing (APE).
Interactive and real-time adaptive MT systems: including advanced approaches to leverage TM and end-user feedback.
MT Post-Editing: New approaches to MTPE, success and failure stories, applicability to different content-types, MTPE training, defining fair pricing models and working with translation buyers and providers.
Technical challenges to MT adoption: file format and tag support, integration, security, performance, data protection, profanity filters, locality, and compliance.
Business Cases: making the business case for adopting MT to drive business requirements, expand markets and engage with customers. Post-edited MT, real-time MT, cross-language information retrieval.
Augmenting MT with ML and NLP: classification, context awareness, content moderation, sentiment analysis, OCR, ASR, and TTS.
Source text improvement: improving the source content destined for MT through automatic tools such as grammar correction, guidelines, and NLP.
Video localization: MT usage in video localization workflows, including captioning, subtitling, and voiceovers.

Submission Instructions:
Please submit a 250 to 500-word abstract describing your presentation topic along with a 100 word or less biography of the proposed speaker(s). We welcome presentations from MT technology and service providers, but their presentations should not constitute a “sales pitch.” The focus should be on innovative MT technology, processes, and real-world use cases, rather than on a particular product or offering.

If you submit a paper for publication, it should be formatted according to the Research Track Submission Instructions (see above). Presentations in the form of slide decks are also acceptable for the Users and Providers Track and should be submitted as PDFs. Only abstracts are required to be submitted by the initial submission date. Final versions of papers and slide decks must be submitted by the final camera-ready date for publication. All versions of abstracts, papers, and slide decks must be submitted via the SUBMISSION WEBSITE indicated in the Conference Tracks section above. This site requires an easy-to-perform registration as an author.

Government Track
Chair: Steve LaRocca (govtmtusers@amtaweb.org)

This track is intended for users, providers, and developers of machine translation involved in the government sector to present novel, original, and unpublished applications of machine translation and related human language technologies.

We seek submissions for 15-20-minute presentations (including a few minutes for questions and discussion) concerning the use of MT and/or related tools, processes, and technologies to support business goals and serve the customer or user in commercial settings.

Topics of interest may include, but are not limited to, the following:

Rapid deployment of mobile MT systems during humanitarian crises
Advancements in continuous learning for MT and NLP
Government research programs for MT and related technologies
Online MT for lectures and training
MT for low resource languages
Model distillation, compression, and on-device MT
End-to-end models for speech to translated text or speech
Advances in transfer learning with pre-trained models
Advances in OCR and handwriting recognition
Submission Instructions:
Please submit a 250 to 500-word abstract describing your presentation topic along with a 100 word or less biography of the proposed speaker(s). We welcome presentations from MT technology and service providers, but their presentations should not constitute a “sales pitch.” The focus should be on innovative MT technology, processes, and real-world use cases, rather than on a particular product or offering.

If you submit a paper for publication, it should be formatted according to the Research Track Submission Instructions (see above). Presentations in the form of slide decks are also acceptable for the Users and Providers Track and should be submitted as PDFs. Only abstracts are required to be submitted by the initial submission date. Final versions of papers and slide decks must be submitted by the final camera-ready date for publication. All versions of abstracts, papers, and slide decks must be submitted via the SUBMISSION WEBSITE indicated in the Conference Tracks section above. This site requires an easy-to-perform registration as an author.

Workshop and Tutorial Proposals
Chairs: Jay Marciano, Kenton Murray (tutorials@amtaweb.org or workshops@amtaweb.org)

The organizing committee of AMTA 2022 is seeking proposals for workshops and tutorials on all topics related to MT research, development, application, and evaluation. Our goal is to have a program of workshops and tutorials that appeals to the various constituents of the MT community (researchers, developers, commercial users, and language professionals). Therefore, we welcome not only proposals on deeply technical research and development topics but also on, for instance, the collection and curation of training data, best practices in training MT systems, human/computer interaction among translators, interpreters, and other users of MT output, and the evolving role of translation automation in the commercial translation production pipeline.

Tutorials and Workshops will be held on Monday, September 12, immediately preceding the main conference, and Friday, September 16, immediately following the main conference.

Tutorials
Tutorials are a forum for experts in MT and MT-related areas to deliver concentrated training on a topic of interest in half-day teaching sessions. Tutorials help conference participants enrich their understanding of specific technical, applied, and business matters surrounding research, development, and use of MT and associated technologies, or, in the case of tutorials designed for newcomers, provide background information that facilitates greater understanding of the overall conference program.

Proposals for tutorials should be submitted by June 13, 2022, to tutorials@amtaweb.org and include:

the title
a 250-500 word description of the proposed content
a short ((100 words) biographical introduction to the proposed presenter(s)
any technical requirements you may have
and a scanned signed copy of the Tutorial Policy and Leader Agreement Form.
Workshops
AMTA workshops are intended to provide the opportunity for MT-related communities of interest to spend focused time together advancing the state of thinking or the state of practice in their area of interest or endeavor. Workshops are generally scheduled as full-day events.

Every effort will be made to accept or reject (with reason) workshop proposals as soon as possible after they are received by the organizing committee so that the workshop organizers have adequate time to prepare the workshop.

We encourage you to submit your proposals for a workshop as early as possible. They should be submitted no later than Friday, May 20, 2022, to workshops@amtaweb.org and include:

the title
a 250-500 word description of the proposed content
whether this is an ongoing or new workshop
a short ((100 words) biographical introduction to the proposed presenter(s)
the expected number of participants
and dates for important milestones (call for papers, recruitment of speakers, etc.)
any technical requirements you may have
and a scanned signed copy of the Workshop Policy and Leader Agreement Form.
We look forward to receiving your proposal!