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1
Dependency Patterns of Complex Sentences and Semantic Disambiguation for Abstract Meaning Representation Parsing ...
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2
One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets ...
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3
Modeling Sense Structure in Word Usage Graphs with the Weighted Stochastic Block Model ...
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4
InFillmore: Frame-Guided Language Generation with Bidirectional Context ...
Abstract: We propose a structured extension to bidirectional-context conditional language generation, or "infilling," inspired by Frame Semantic theory (Fillmore, 1976). Guidance is provided through two approaches: (1) model fine-tuning, conditioning directly on observed symbolic frames, and (2) a novel extension to disjunctive lexically constrained decoding that leverages frame semantic lexical units. Automatic and human evaluations confirm that frame-guided generation allows for explicit manipulation of intended infill semantics, with minimal loss in distinguishability from human-generated text. Our methods flexibly apply to a variety of use scenarios, and we provide a codebase and interactive demo. ...
Keyword: Computational Linguistics; Data Management System; FOS Languages and literature; FOS Mathematics; Linguistics; Natural Language Processing; Semantics; Statistics
URL: https://dx.doi.org/10.48448/q5d6-vw13
https://underline.io/lecture/29773-infillmore-frame-guided-language-generation-with-bidirectional-context
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5
Overcoming Poor Word Embeddings with Word Definitions ...
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6
Learning Embeddings for Rare Words Leveraging Internet Search Engine and Spatial Location Relationships ...
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7
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis ...
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8
ParsFEVER : a Dataset for Farsi Fact Extraction and Verification ...
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9
Did the Cat Drink the Coffee? Challenging Transformers with Generalized Event Knowledge ...
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10
Script Parsing with Hierarchical Sequence Modelling ...
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11
Teach the Rules, Provide the Facts: Targeted Relational-knowledge Enhancement for Textual Inference ...
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12
Multilingual Neural Semantic Parsing for Low-Resourced Languages ...
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13
Inducing Language-Agnostic Multilingual Representations ...
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14
Denoising Word Embeddings by Averaging in a Shared Space ...
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15
Semantic shift in social networks ...
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16
Evaluating a Joint Training Approach for Learning Cross-lingual Embeddings with Sub-word Information without Parallel Corpora on Lower-resource Languages ...
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17
NUS-IDS at CASE 2021 Task 1: Improving Multilingual Event Sentence Coreference Identification with Linguistic Information ...
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18
Can Transformer Langauge Models Predict Psychometric Properties? ...
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