Multilingual autoregressive entity linking
WebLedell Wu's 10 research works with 1,483 citations and 1,456 reads, including: Multilingual Autoregressive Entity Linking Web25 mar. 2024 · We present mGENRE, a sequence-to-sequence system for the Multilingual Entity Linking (MEL) problem---the task of resolving language-specific mentions to a …
Multilingual autoregressive entity linking
Did you know?
WebWe present mGENRE, a sequence-to-sequence system for the Multilingual Entity Linking (MEL) problem -- the task of resolving language-specific mentions to a multilingual Knowledge Base (KB). For a mention in a given language, mGENRE predicts the name of the target entity left-to-right, token-by-token in an autoregressive fashion. The … Web14 apr. 2024 · Entity Linking (EL) aims to map mentions in a text to corresponding entities in a knowledge base. Existing EL methods usually rely on sufficient labeled data to achieve the best performance.
Web12 apr. 2024 · Multilingual Autoregressive Entity Linking Nicola De Cao, Ledell Yu Wu, +7 authors Fabio Petroni Computer Science TACL 2024 We present mGENRE, a sequence-to- sequence system for the Multilingual Entity Linking (MEL) problem—the task of resolving language-specific mentions to a multilingual Knowledge Base (KB). For a… Webcross-lingual entity linking (McNamee et al.,2011; Ji et al.,2015), that is linking from any source language to a standard one (e.g. English), and multilingual entity linking (Botha …
Web2 oct. 2024 · We experiment with more than 20 datasets on entity disambiguation, end-to-end entity linking and document retrieval tasks, achieving new state-of-the-art or very … Webmultilingual entity linking. Inspired by the intuition that language models are well suited for predicting entities, we propose a novel approach for cIE by framing the problem in an autoregressive generative formulation. 3 Method In this section we formalize GenIE, an autoregres-sive end-to-end model for closed information ex-traction.
WebModern Entity Linking (EL) systems entrench a popularity bias, yet there is no dataset focusing on tail and emerging entities in languages other than English. We present Hansel, a new benchmark in Chinese that fills the vacancy of …
Web23 mar. 2024 · Multilingual Autoregressive Entity Linking. We present mGENRE, a sequence-to-sequence system for the Multilingual Entity Linking (MEL) problem -- the task of resolving language-specific mentions to a multilingual Knowledge Base (KB). For a mention in a given language, mGENRE predicts the name of the target entity left-to … intro to government contract pricingWeb19 oct. 2024 · Cross-language entity linking grounds mentions in multiple languages to a single-language knowledge base. We propose a neural ranking architecture for this task that uses multilingual BERT representations of the mention and the context in a neural network. We find that the multilingual ability of BERT leads to robust performance in monolingual ... new penny reverseWeb31 iul. 2024 · In a nutshell, (m)GENRE uses a sequence-to-sequence approach to entity retrieval (e.g., linking), based on fine-tuned BART architecture or mBART (for … intro to graphic and web design checkpoint 17WebMultilingual Autoregressive Entity Linking arXiv preprint arXiv:2103.12528 March 1, 2024 We present mGENRE, a sequence-to-sequence system for the Multilingual Entity … new penny poultonWeb1 mar. 2024 · This work investigates the usage of entity linking in downstream tasks and presents the first modularized EL toolkit for easy task adaptation, HOSMEL, for Chinese, with three flexible usage modes, a live demo, and a demonstration video. Highly Influenced PDF View 4 excerpts, cites methods and background intro to graphic and web design checkpoint 18Web3.1 Autoregressive Entity Linking We train autoregressive entity linking as a lan-guage generation task. We follow the setting of the encoder-decoder model ofDe Cao et al.(2024b). They train their model to generate the input sen-tence containing both the entity mention and the target entity, annotated with parentheses and brack-ets. new penny priceWeb5 nov. 2024 · We propose a new formulation for multilingual entity linking, where language-specific mentions resolve to a language-agnostic Knowledge Base. We train a dual encoder in this new setting, building on prior work with improved feature representation, negative mining, and an auxiliary entity-pairing task, to obtain a single entity retrieval … new penny pub leeds