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1
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension ...
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2
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus ...
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3
COVR: A Test-Bed for Visually Grounded Compositional Generalization with Real Images ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.774/ Abstract: While interest in models that generalize at test time to new compositions has risen in recent years, benchmarks in the visually-grounded domain have thus far been restricted to synthetic images. In this work, we propose COVR, a new test-bed for visually-grounded compositional generalization with real images. To create COVR, we use real images annotated with scene graphs, and propose an almost fully automatic procedure for generating question-answer pairs along with a set of context images. COVR focuses on questions that require complex reasoning, including higher-order operations such as quantification and aggregation. Due to the automatic generation process, COVR facilitates the creation of compositional splits, where models at test time need to generalize to new concepts and compositions in a zero- or few-shot setting. We construct compositional splits using COVR and demonstrate a myriad of cases where state-of-the-art ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Text Generation
URL: https://dx.doi.org/10.48448/ccz0-bc51
https://underline.io/lecture/37494-covr-a-test-bed-for-visually-grounded-compositional-generalization-with-real-images
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4
Enforcing Consistency in Weakly Supervised Semantic Parsing ...
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5
Understanding Mention Detector-Linker Interaction in Neural Coreference Resolution ...
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6
Mitigating False-Negative Contexts in Multi-document Question Answering with Retrieval Marginalization ...
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7
Tailor: Generating and Perturbing Text with Semantic Controls ...
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8
Competency Problems: On Finding and Removing Artifacts in Language Data ...
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9
Mitigating False-Negative Contexts in Multi-document Question Answering with Retrieval Marginalization ...
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10
Break It Down: A Question Understanding Benchmark ...
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11
Latent Compositional Representations Improve Systematic Generalization in Grounded Question Answering ...
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12
Evaluating Models' Local Decision Boundaries via Contrast Sets ...
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13
IIRC: A Dataset of Incomplete Information Reading Comprehension Questions ...
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14
Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning ...
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15
Deep contextualized word representations ...
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16
Grammatical Variation and Change in Industrial Cape Breton
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17
The acoustic and articulatory characteristics of Cape Breton fricative /t/
In: Dialectologia et geolinguistica. - Berlin [u.a.] : Mouton de Gruyter 21 (2013), 3-20
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18
The Phonology of the Canadian Shift Revisited: Thunder Bay & Cape Breton
In: University of Pennsylvania Working Papers in Linguistics (2013)
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