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Hits 121 – 140 of 158

121
Analysis of Language Change in Collaborative Instruction Following
In: Proceedings of the Society for Computation in Linguistics (2022)
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122
SCiL 2022 Editors' Note
In: Proceedings of the Society for Computation in Linguistics (2022)
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123
TopiOCQA: Open-domain Conversational Question Answering with Topic Switching
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 468-483 (2022) (2022)
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124
PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 414-433 (2022) (2022)
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125
VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groups
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 376-392 (2022) (2022)
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126
LOT: A Story-Centric Benchmark for Evaluating Chinese Long Text Understanding and Generation
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 434-451 (2022) (2022)
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127
Data-driven Model Generalizability in Crosslinguistic Low-resource Morphological Segmentation
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 393-413 (2022) (2022)
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128
Time-Aware Language Models as Temporal Knowledge Bases
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 257-273 (2022) (2022)
Abstract: AbstractMany facts come with an expiration date, from the name of the President to the basketball team Lebron James plays for. However, most language models (LMs) are trained on snapshots of data collected at a specific moment in time. This can limit their utility, especially in the closed-book setting where the pretraining corpus must contain the facts the model should memorize. We introduce a diagnostic dataset aimed at probing LMs for factual knowledge that changes over time and highlight problems with LMs at either end of the spectrum—those trained on specific slices of temporal data, as well as those trained on a wide range of temporal data. To mitigate these problems, we propose a simple technique for jointly modeling text with its timestamp. This improves memorization of seen facts from the training time period, as well as calibration on predictions about unseen facts from future time periods. We also show that models trained with temporal context can be efficiently “refreshed” as new data arrives, without the need for retraining from scratch.
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doi.org/10.1162/tacl_a_00459
https://doaj.org/article/e3775bd76d874aabb6bb93e254c8b254
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129
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 240-256 (2022) (2022)
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130
Phylogenetic trees: Grammar versus vocabulary
In: Russian Journal of Linguistics, Vol 26, Iss 1, Pp 31-50 (2022) (2022)
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131
Les débuts de la phraséologie et les premières « phraséologies historiques » italo-françaises
In: Linguistik Online, Vol 113, Iss 1 (2022) (2022)
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132
Formen und Funktionen des Konjunktivs II in historischen ostoberdeutschen Predigten.
In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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133
Zur Sprachdynamik des Konjunktivs im Bairischen in Österreich
In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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134
Die Konjunktiv-II-Bildung im Kontext von Partikelverben in den Basisdialekten Salzburgs
In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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135
Evaluating Explanations: How Much Do Explanations from the Teacher Aid Students?
In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 359-375 (2022) (2022)
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136
Informationen zu den Beitragenden/Information about the authors
In: Linguistik Online, Vol 113, Iss 1 (2022) (2022)
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137
A Coordenação na Gramática Discursivo-Funcional
In: Linguistik Online, Vol 113, Iss 1 (2022) (2022)
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138
Der Konjunktiv II in den ruralen Basisdialekten Österreichs.
In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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139
Konjunktiv II-Variation im urbanen Sprachgebrauch in Österreich
In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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140
Der Konjunktiv II in Salzburger Varietäten: Grammatik, Gebrauch, soziale Faktoren
In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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