Accepted Works (In no particular order)

Classifiers are Better Experts for Controllable Text Generation
Askhat Sitdikov, Nikita Balagansky, Daniil Gavrilov, Alexander Markov

This joke is [MASK]: Recognizing Humor and Offense with Prompting
Junze Li, Mengjie Zhao, Yubo Xie, Antonis Maronikolakis, Pearl Pu, Hinrich Schuetze

Zero-shot Video Moment Retrieval With Off-the-Shelf Models
Anuj Diwan, Puyuan Peng, Ray Mooney

Can You Label Less by Using Out-of-Domain Data? Active & Transfer Learning with Few-shot Instructions
Rafal Kocielnik, Sara Kangaslahti, Shrimai Prabhumoye, Meena Hari, R. Michael Alvarez, Anima Anandkumar

LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning
Yi-Lin Sung, Jaemin Cho, Mohit Bansal

Do Current Multi-Task Optimization Methods in Deep Learning Even Help?
Derrick Xin, Behrooz Ghorbani, Dami Choi, Ankush Garg, Orhan Firat, Justin Gilmer

Multi-Task Learning Framework for Extracting Emotion Cause Span and Entailment in Conversations
Ashwani Bhat, Ashutosh Modi

DyReF: Extractive Question Answering with Dynamic Query Representation for Free
Urchade Zaratiana, Niama El Khbir, Pierre Holat, Nadi Tomeh, Thierry Charnois

Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts
Joel Jang, Seonghyeon Ye, Minjoon Seo

DistillEmb: Distilling Word Embeddings via Contrastive Learning
Amanuel Negash Mersha, Stephen T. Wu

Hidden State Variability of Pretrained Language Models Can Guide Computation Reduction for Transfer Learning
Shuo Xie, Jiahao Qiu, Ankita Pasad, Li Du, Qing Qu, Hongyuan Mei

Evaluating the Robustness of Biomedical Concept Normalization
Sinchani Chakraborty, Harsh Raj, Srishti Gureja, Tanmay Jain, Atif Hassan, Sayantan Basu

Learning Cross-Database Transfer of Text-queries for Adapting Text-to-SQL Parsers
Abhijeet Awasthi, Ashutosh Sathe, Sunita Sarawagi

Language Modelling with Pixels
Phillip Rust, Jonas F. Lotz, Emanuele Bugliarello, Elizabeth Salesky, Miryam de Lhoneux, Desmond Elliott

MetaXCR: Reinforcement-Based Meta-Transfer Learning for Cross-Lingual Commonsense Reasoning
Jie He, Yu Fu

Downstream Datasets Make Surprisingly Good Pretraining Corpora
Kundan Krishna, Saurabh Garg, Jeffrey P. Bigham, Zachary Chase Lipton

Languages You Know Influence Those You Learn: Impact of Language Characteristics on Multi-Lingual Text-to-Text Transfer
Benjamin Muller, Deepanshu Gupta, Jean-Philippe Fauconnier, Siddharth Patwardhan, David Vandyke, Sachin Agarwal

PINTO: Faithful Language Reasoning Using Prompt-Generated Rationales
PeiFeng Wang, Aaron Chan, Filip Ilievski, Muhao Chen, Xiang Ren

SciRepEval: A Multi-Format Benchmark for Scientific Document Representations
Amanpreet Singh, Mike D’Arcy, Arman Cohan, Doug Downey, Sergey Feldman

Exploring Dimensions of Generalizability and Few-shot Transfer for Text-to-SQL Semantic Parsing
Rajaswa Patil, Manasi Patwardhan, Shirish Karande, Lovekesh Vig, Gautam Shroff