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--- nlp:natural_language_task_descriptions [2021/06/08 02:47] – [Prompting Language Models] jmflanig
+++ nlp:natural_language_task_descriptions [2021/06/08 05:29] (current) – removed jmflanig
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-====== Natural Language Task Descriptions ======
-===== Prompting Language Models =====
-  * Zero-shot
-    * [[https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf|Radford et al 2019 - Language Models Are Unsupervised Multitask Learners]] GPT-2
-  * Few-shot
-    * **[[https://arxiv.org/pdf/2001.07676.pdf|Schick & Schütze 2021 - Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference]]** Pre-dates GTP-3
-    * [[https://arxiv.org/pdf/2005.14165.pdf|Brown et al 2021 - Language Models are Few-Shot Learners]] GPT-3
-    * [[https://arxiv.org/pdf/2012.15723.pdf|Gao et al 2021 - Making Pre-trained Language Models Better Few-shot Learners]]
-    * [[https://arxiv.org/pdf/2104.08773.pdf|Mishra et al 2021 - Natural-Instructions: Benchmarking Generalization to New Tasks from Natural Language Instructions]]
-===== Other Setups =====
-    * [[https://link.springer.com/content/pdf/10.1007/s10994-013-5407-y.pdf|Goldwasser & Roth 2014 - Learning From Natural Instructions]]
-===== Talks and Lectures =====
-  * [[https://underline.io/events/122/sessions?eventSessionId=4313|Invited Talk @ NAACL 2021: Humans Learn From Task Descriptions and So Should Our Models - Hinrich Schütze]]