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TopiOCQA: Open-domain Conversational Question Answering with Topic Switching
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 468-483 (2022) (2022)
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PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 414-433 (2022) (2022)
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VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groups
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 376-392 (2022) (2022)
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LOT: A Story-Centric Benchmark for Evaluating Chinese Long Text Understanding and Generation
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 434-451 (2022) (2022)
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Data-driven Model Generalizability in Crosslinguistic Low-resource Morphological Segmentation
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 393-413 (2022) (2022)
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Time-Aware Language Models as Temporal Knowledge Bases
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 257-273 (2022) (2022)
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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.
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Keyword:
Computational linguistics. Natural language processing; P98-98.5
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URL: https://doi.org/10.1162/tacl_a_00459
https://doaj.org/article/e3775bd76d874aabb6bb93e254c8b254
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Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 240-256 (2022) (2022)
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| 8 |
Les débuts de la phraséologie et les premières « phraséologies historiques » italo-françaises
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In: Linguistik Online, Vol 113, Iss 1 (2022) (2022)
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Formen und Funktionen des Konjunktivs II in historischen ostoberdeutschen Predigten.
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In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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Zur Sprachdynamik des Konjunktivs im Bairischen in Österreich
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In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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Die Konjunktiv-II-Bildung im Kontext von Partikelverben in den Basisdialekten Salzburgs
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In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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Evaluating Explanations: How Much Do Explanations from the Teacher Aid Students?
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In: Transactions of the Association for Computational Linguistics, Vol 10, Pp 359-375 (2022) (2022)
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| 13 |
Informationen zu den Beitragenden/Information about the authors
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In: Linguistik Online, Vol 113, Iss 1 (2022) (2022)
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| 14 |
A Coordenação na Gramática Discursivo-Funcional
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In: Linguistik Online, Vol 113, Iss 1 (2022) (2022)
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| 15 |
Der Konjunktiv II in den ruralen Basisdialekten Österreichs.
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In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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| 16 |
Konjunktiv II-Variation im urbanen Sprachgebrauch in Österreich
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In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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Der Konjunktiv II in Salzburger Varietäten: Grammatik, Gebrauch, soziale Faktoren
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In: Linguistik Online, Vol 114, Iss 2 (2022) (2022)
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| 18 |
Informationen zu den Beitragenden/Information about the authors
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In: Linguistik Online, Vol 115, Iss 3 (2022) (2022)
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„Frische Brot, lecker Brot, taze Brot“ – Eigene Muster in der Adjektivverwendung auf einem mehrsprachigen Wochenmarkt
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In: Linguistik Online, Vol 115, Iss 3 (2022) (2022)
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Ein Modell zur systematischen Erfassung genuenischer Phraseme in Wörterbüchern, illustriert am Beispiel der Forschungsprojekte GEPHRAS und GEPHRAS2
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In: Linguistik Online, Vol 115, Iss 3 (2022) (2022)
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