
Chair, Kossuth Foundation
2001 Massachusetts Ave, NW
Washington, DC 20036
www.kossuthfoundation.org/
www.facebook.com/kossuthfoundationdc/
A general secular news list with posts and discussion of news and other media items related to atheist, church-state separation, effects of religion, etc. Archives are public and membership is not restricted. The list is maintained by District of Columbia Atheists, Inc UNICUM is a free, Hungarian and English language electronic program magazin serving the Metropolitan Washington area with dissemination of Hungarian cultural/social events, local news, announcements, concerns

Civic Nation seeks a Qualitative Research Lead to support When We All Vote in developing and executing a process for analysis of the initiative's effort to listen to and amplify the voices of young people in America. This project includes the design of a comprehensive coding protocol that balances human expertise with technological efficiency to produce regular reports on the issues most important to youth today.
This is a short-term, part-time, temporary position concluding December 2026.
ABOUT THE DATA & TECHNOLOGY TEAM
The Data & Technology team consists of data scientists, analysts, engineers, web developers, and product managers who develop, manage, and execute the short-and long-term technical needs and roadmap for all parts of the organization's internal operations and external initiatives, programs, and campaigns. In addition, the team provides robust data analysis, builds and maintains a host of tools and infrastructure, and services Civic Nation's internal needs.
ABOUT CIVIC NATION
Civic Nation is an impact hub for the ideas, leaders, and initiatives that strengthen civic culture, civic power, and civic participation. We shift culture, systems, and policy by bringing together individuals, grassroots organizers, industry leaders, and influencers to tackle our nation's most pressing social challenges. Five initiatives are a part of the Civic Nation family: ALL IN Campus Democracy Challenge, Change Collective, It's On Us, We The Action, and When We All Vote.
YOUR IMPACT
YOUR EXPERIENCE
YOUR COMPETENCIES
SALARY & BENEFITS
The salary range for this position is $35-$45 / hour, commensurate with experience. This is a temporary position and will not exceed 25 hours per week.
PROCESS TIMELINE
Candidates can expect the following hiring process and timeline (please note that this timeline may be subject to change):
All candidates will be notified via email of the status of their application on or before the completion of the search.
TO APPLY
To apply, submit a cover letter and resume here. The cover letter, addressed to Emily Hilty, should be concise, compelling, and include why you would like to work for Civic Nation. Applications will be accepted on a rolling basis until April 3rd, 2026.
Driven by our values, Civic Nation aims to recruit candidates representative of the communities and populations we serve. Towards that goal, we know that a diverse workforce allows us to see issues facing our democracy in more nuanced ways, creating the thought leadership needed to fulfill our mission and reach our goals. Civic Nation is an equal-opportunity employer and welcomes people from all backgrounds, experiences, abilities, and perspectives to apply.
--Google MUM (Multitask Unified Model) fundamentally processes complex queries by abandoning traditional keyword proximity in favor of a Sequence-to-Sequence (Seq2Seq) prediction model. The system operates on the T5 (Text-to-Text Transfer Transformer) architecture, which treats every retrieval task—whether translation, classification, or entity extraction—as a text generation problem. This architectural shift allows Google to solve the "8-query problem" by maintaining state across orthogonal query aspects like visual diagnosis and linguistic context.
T5 Architecture and Sentinel Tokens
The engineering core of MUM differs from previous models like BERT because it utilizes an Encoder-Decoder framework rather than an Encoder-only stack. MUM learns through Span Corruption, a training method where the model masks random sequences of text with Sentinel Tokens and forces the system to generate the missing variables. MUM infers the relationship between "Ducati 916" and "suspension wobble" not by matching string frequency, but by predicting the highest probability completion in a semantic chain. This allows the model to "fill in the blanks" of a user's intent even when explicit keywords are missing from the query string.
Multimodal Vectors and Affinity Propagation
MUM projects images and text into a shared multimodal vector space. The system divides visual inputs into patches using Vision Transformers and maps them to the same high-dimensional coordinates as textual tokens. Affinity Propagation clusters these vectors based on semantic meaning rather than visual similarity. A photo of a broken gear selector resides in the same vector cluster as the technical service manual text describing "shift linkage adjustment." Cross-Modal Retrieval occurs when the system identifies that the visual vector of the user's image overlaps with the textual solution vector in the index.
Zero-Shot Transfer and The Future
Zero-shot transfer enables MUM to answer queries in languages where it received no specific training. The model creates a Cross-Lingual Knowledge Mesh where concepts share vector space regardless of the source language. MUM retrieves answers from Japanese hiking guides to answer English queries about Mt. Fuji because the semantic concept of "permit application" remains constant across linguistic barriers. This mechanism transforms Google from a library index into a computational knowledge engine capable of synthesizing answers from global data.
Read more about Google MUM - https://www.linkedin.com/pulse/how-google-mum-processes-complex-queries-t5-multimodal-leandro-nicor-gqhuc/
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Emese
Tisza Együttes táncosa
Dear Parents,
The first Iciri-Piciri children's folk dance and folk music class will take place next Sunday in the Kossuth House. Children ages 3-12 are welcome. We will kick off the spring season with a huge carnival celebration. There will be homemade costume contest, a donuts-eating competition, crafts, song learning, dancing, and we will also get to know the tradition of Busójárás.
I look forward to your questions and suggestions.
Regards,
Tisza Ensemble