Generalization in Open-Domain Question Answering
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Content Links in the Video:
Challenges in Generalization in Open Domain Question Answering: https://arxiv.org/pdf/2109.01156.pdf
Hurdles to Progress in Long-Form Question Answering: https://arxiv.org/pdf/2103.06332.pdf
Google AI Blog Post for ^: https://ai.googleblog.com/2021/03/pro...
Human-level concept learning through probabilistic program induction: https://www.science.org/doi/abs/10.11...
Transformers as Soft Reasoners over Language: https://arxiv.org/pdf/2002.05867.pdf
CLEVR: https://arxiv.org/pdf/1612.06890.pdf
Pointer Value Retrieval: https://arxiv.org/pdf/2107.12580.pdf
Multimodal Few-Shot Learning with Frozen Language Models: https://arxiv.org/pdf/2106.13884.pdf
How Much Knowledge Can You Pack into the Parameters of a Language Model? https://arxiv.org/abs/2002.08910
Time-Aware Language Models as Temporal Knowledge Bases: https://arxiv.org/pdf/2106.15110.pdf
GPT-3: https://arxiv.org/abs/2005.14165
Finetuned Language Models are Zero Shot Learners: https://arxiv.org/pdf/2109.01652.pdf
Zero-Shot Text-to-Image Generation: https://arxiv.org/abs/2102.12092
On the 'steerability' of generative adversarial networks: https://arxiv.org/abs/1907.07171
Classification Accuracy Score: https://arxiv.org/abs/1905.10887
QA Dataset Explosion: https://arxiv.org/pdf/2107.12708.pdf
Turning Tables: https://arxiv.org/abs/2107.07261
Climbing towards NLU: On Meaning, Form, and Understanding in the Age of Data: https://aclanthology.org/2020.acl-mai...
Chapters:
0:00 Introduction
2:07 Generalization
4:53 Generalization for Open-Domain Question Answering
6:56 Question Decomposition
10:18 Datasets
13:05 Models Tested
15:25 Results and Takeaways
18:23 Question Pattern Frequency
23:16 Challenges in Long-Form ODQA
24:48 Compositional Generalization
26:14 Novel-Entity Generalization
27:22 WILDS
28:36 Data Augmentation Solution
31:12 Looking for Survey Writers!
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