What Makes Chain-of-Thought Prompting Effective? A Counterfactual Study

**Workshop Organizers:** Mihai Surdeanu, Laura Chiticariu, Dayne Freitag, Gus Hahn-Powell, Clayton Morrison, Enrique Noriega, Ellen Riloff, Becky Sharp and Marco A. Valenzuela Escárcega
 *Coffee Break 10:30 am* 
*Lunch Break 12:30 pm* 
*Coffee Break 3:30 pm* [**Workshop Website**](https://pan-dl.github.io/2023/about) This workshop will focus on all aspects of pattern-based approaches, including their application, representation, and interpretability, as well as their strengths and weaknesses relative to state-of-the-art machine learning approaches. It will also explore ways of combining the strengths of pattern-based, deep learning and other statistical methods. We wish the workshop to be the first step in building a community of researchers from different areas of NLP, both applied and theoretical, who are interested in pattern-based approaches and who use them in their work (e.g., industry practitioners and domain experts). As such, beyond the standard keynote talks and user-contributed presentations, we plan for the workshop to include a panel discussion, breakout sessions on different sub-topics, and a meeting to discuss a potential shared task for future events.
 [**Go to Gather**](https://app.gather.town/app/ROH1myZvp9ba7a3C/EMNLP2023?spawnToken=IXHhoRVZTdGROtO5t26n)

W08: The Pattern-based Approaches to NLP in the Age of Deep Learning Workshop (Pan-DL)

workshop paper

**Welcome to EMNLP 2023!**

On behalf of the EMNLP 2023 Organizing Committee, I extend a warm and heartfelt welcome to all of you to the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP). It is with immense pleasure and excitement that we gather here in Singapore, a vibrant hub of innovation and technological advancement.

The conference program is packed with insightful presentations, thought-provoking workshops, and engaging networking opportunities. In addition to the technical sessions, we have also planned several social events that will provide you with the opportunity to connect with your colleagues.

The conference is held in person at the Resorts World Convention Centre in Singapore, and available on-line with the help of Underline.

For those in Singapore, I hope that you will find time to explore the exciting Sentosa Island, Gardens by the Bay, Singapore Botanic Gardens and the many other attractions unique to Singapore.

Of course, we are grateful to our sponsors and partners for their generous support of EMNLP 2023, whose contributions make it possible for us to host this world-class event.

Yuji Matsumoto (RIKEN AIP) 
EMNLP 2023 General Chair

To access the **EMNLP 2023** event page on Underline, you need to register for the Conference. 
Please follow **[this link](https://2023.emnlp.org/registration/)** for more details.

Amir Yazdanbakhsh

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What Makes Chain-of-Thought Prompting Effective? A Counterfactual Study

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