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1
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality ...
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2
ANLIzing the Adversarial Natural Language Inference Dataset
In: Proceedings of the Society for Computation in Linguistics (2022)
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3
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ...
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4
FLAVA: A Foundational Language And Vision Alignment Model ...
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I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.134 Abstract: To quantify how well natural language understanding models can capture consistency in a general conversation, we introduce the DialoguE COntradiction DEtection task (DECODE) and a new conversational dataset containing both human-human and human-bot contradictory dialogues. We show that: (i) our newly collected dataset is notably more effective at providing supervision for the dialogue contradiction detection task than existing NLI data including those aimed to cover the dialogue domain; (ii) Transformer models that explicitly hinge on utterance structures for dialogue contradiction detection are more robust and generalize well on both analysis and out-of-distribution dialogues than standard (unstructured) Transformers. We also show that our best contradiction detection model correlates well with human judgments and further provide evidence for its usage in both automatically evaluating and improving the consistency of state-of-the-art ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/25444-i-like-fish,-especially-dolphins-addressing-contradictions-in-dialogue-modeling
https://dx.doi.org/10.48448/qnta-gv62
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6
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation ...
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7
Reservoir Transformers ...
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8
Gradient-based Adversarial Attacks against Text Transformers ...
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9
DynaSent: A Dynamic Benchmark for Sentiment Analysis ...
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10
On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study ...
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11
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
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12
Deep Artificial Neural Networks Reveal a Distributed Cortical Network Encoding Propositional Sentence-Level Meaning
In: J Neurosci (2021)
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13
Emergent Linguistic Phenomena in Multi-Agent Communication Games ...
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14
Inferring concept hierarchies from text corpora via hyperbolic embeddings ...
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15
Inferring concept hierarchies from text corpora via hyperbolic embeddings
In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019) (2019)
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16
Countering Language Drift via Visual Grounding ...
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17
Emergent Translation in Multi-Agent Communication ...
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18
Visually Grounded and Textual Semantic Models Differentially Decode Brain Activity Associated with Concrete and Abstract Nouns ...
Anderson, AJ; Kiela, Douwe; Clark, Stephen. - : Apollo - University of Cambridge Repository, 2017
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19
Virtual Embodiment: A Scalable Long-Term Strategy for Artificial Intelligence Research ...
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20
HyperLex: A Large-Scale Evaluation of Graded Lexical Entailment ...
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