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Memory and Knowledge Augmented Language Models for Inferring Salience in Long-Form Stories ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.65/ Abstract: Measuring event salience is essential in the understanding of stories. This paper takes a recent unsupervised method for salience detection derived from Barthes Cardinal Functions and theories of surprise and applies it to longer narrative forms. We improve the standard transformer language model by incorporating an external knowledgebase (derived from Retrieval Augmented Generation) and adding a memory mechanism to enhance performance on longer works. We use a novel approach to derive salience annotation using chapter-aligned summaries from the Shmoop corpus for classic literary works. Our evaluation against this data demonstrates that our salience detection model improves performance over and above a non-knowledgebase and memory augmented language model, both of which are crucial to this improvement. ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://underline.io/lecture/37312-memory-and-knowledge-augmented-language-models-for-inferring-salience-in-long-form-stories
https://dx.doi.org/10.48448/mpyd-jf85
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2
Knowledge-enhanced neural grammar Induction
Li, Bowen. - : The University of Edinburgh, 2021
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3
Cross-lingual Visual Verb Sense Disambiguation ...
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4
Visual context for verb sense disambiguation and multilingual representation learning
Gella, Spandana. - : The University of Edinburgh, 2019
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5
Image Pivoting for Learning Multilingual Multimodal Representations ...
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6
An Analysis of Action Recognition Datasets for Language and Vision Tasks ...
Gella, Spandana; Keller, Frank. - : arXiv, 2017
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7
Expectation and Locality Effects in German Verb-final Structures ...
Levy, Roger; Keller, Frank. - : PsyArXiv, 2016
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8
Anticipation in real-world scenes: The role of visual context and visual memory
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9
Structured representation of images for language generation and image retrieval
Elliott, Desmond. - : The University of Edinburgh, 2015
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10
The effect of context on the activation and processing of word meaning over time
Frassinelli, Diego. - : The University of Edinburgh, 2015
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11
The interplay of bottom-up and top-down mechanisms in visual guidance during object naming
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12
Expectation and locality effects in German verb-final structures
In: Journal of memory and language. - Amsterdam [u.a.] : Elsevier 68 (2013) 2, 199-222
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13
The use of verb-specific information for prediction in sentence processing
In: Language and cognitive processes. - Abingdon : Routledge, Taylor & Francis Group 28 (2013) 4, 525-560
OLC Linguistik
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14
Adding Sentence Types to a Model of Syntactic Category Acquisition
In: Topics in cognitive science. - Hoboken, NJ [u.a.] : Wiley 5 (2013) 3, 495-521
OLC Linguistik
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15
Probabilistic Modeling of Discourse‐Aware Sentence Processing
In: Topics in cognitive science. - Hoboken, NJ [u.a.] : Wiley 5 (2013) 3, 425-451
OLC Linguistik
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16
Expectation and Locality Effects in German Verb-Final Structures
In: Journal of memory and language 68 (2013) 2, 199-222
IDS Bibliografie zur deutschen Grammatik
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17
Bayesian models of syntactic category acquisition
Frank, Stella Christina. - : The University of Edinburgh, 2013
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18
Modelling eye movements and visual attention in synchronous visual and linguistic processing
Dziemianko, Michal. - : The University of Edinburgh, 2013
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19
The impact of attentional, linguistic, and visual features during object naming
Clarke, Alasdair D. F.; Coco, Moreno I.; Keller, Frank. - : Frontiers Media S.A., 2013
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20
Scan patterns predict sentence production in the cross-modal processing of visual scenes
In: Cognitive science. - Hoboken, NJ : Wiley-Blackwell 36 (2012) 7, 1204-1223
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