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The Linguistic Data Consortium (LDC) has developed hundreds of data corpora for natural language processing (NLP) research. Among these are a number of annotated treebank corpora for Arabic. Typically, these corpora consist of a single…

Computation and Language · Computer Science 2013-09-24 Mona Diab , Nizar Habash , Owen Rambow , Ryan Roth

We consider the task of document-level entity linking (EL), where it is important to make consistent decisions for entity mentions over the full document jointly. We aim to leverage explicit "connections" among mentions within the document…

Computation and Language · Computer Science 2022-07-05 Klim Zaporojets , Johannes Deleu , Yiwei Jiang , Thomas Demeester , Chris Develder

Coreference resolution (CR), identifying expressions referring to the same real-world entity, is a fundamental challenge in natural language processing (NLP). This paper explores the latest advancements in CR, spanning coreference and…

Computation and Language · Computer Science 2024-08-07 Hassan Haji Mohammadi , Alireza Talebpour , Ahmad Mahmoudi Aznaveh , Samaneh Yazdani

We present the Multilingual Amazon Reviews Corpus (MARC), a large-scale collection of Amazon reviews for multilingual text classification. The corpus contains reviews in English, Japanese, German, French, Spanish, and Chinese, which were…

Computation and Language · Computer Science 2020-10-07 Phillip Keung , Yichao Lu , György Szarvas , Noah A. Smith

This paper presents a manually annotated spelling error corpus for Amharic, lingua franca in Ethiopia. The corpus is designed to be used for the evaluation of spelling error detection and correction. The misspellings are tagged as non-word…

Computation and Language · Computer Science 2021-06-28 Andargachew Mekonnen Gezmu , Tirufat Tesifaye Lema , Binyam Ephrem Seyoum , Andreas Nürnberger

In this work, we reimagine classical probing to evaluate knowledge transfer from simple source to more complex target tasks. Instead of probing frozen representations from a complex source task on diverse simple target probing tasks (as…

Recent evaluation protocols for Cross-document (CD) coreference resolution have often been inconsistent or lenient, leading to incomparable results across works and overestimation of performance. To facilitate proper future research on this…

Computation and Language · Computer Science 2020-10-26 Arie Cattan , Alon Eirew , Gabriel Stanovsky , Mandar Joshi , Ido Dagan

In this paper, we introduce summarization MevakerSumm and conclusion extraction MevakerConc datasets for the Hebrew language based on the State Comptroller and Ombudsman of Israel reports, along with two auxiliary datasets. We accompany…

Computation and Language · Computer Science 2024-03-18 Vitaly Shalumov , Harel Haskey , Yuval Solaz

Grammatical Error Detection and Correction (GEC) tools have proven useful for native speakers and second language learners. Developing such tools requires a large amount of parallel, annotated data, which is unavailable for most languages.…

Computation and Language · Computer Science 2023-09-21 Atakan Kara , Farrin Marouf Sofian , Andrew Bond , Gözde Gül Şahin

Recent advances in neural machine translation (NMT) have pushed the quality of machine translation systems to the point where they are becoming widely adopted to build competitive systems. However, there is still a large number of languages…

Coreference Resolution (CR) is a crucial yet challenging task in natural language understanding, often constrained by task-specific architectures and encoder-based language models that demand extensive training and lack adaptability. This…

Computation and Language · Computer Science 2025-09-23 Tuğba Pamay Arslan , Emircan Erol , Gülşen Eryiğit

The French TreeBank developed at the University Paris 7 is the main source of morphosyntactic and syntactic annotations for French. However, it does not include explicit information related to named entities, which are among the most useful…

Computation and Language · Computer Science 2020-05-28 Pedro Javier Ortiz Suárez , Yoann Dupont , Benjamin Muller , Laurent Romary , Benoît Sagot

In Turkish, (and possibly in many other languages) verbs often convey several meanings (some totally unrelated) when they are used with subjects, objects, oblique objects, adverbial adjuncts, with certain lexical, morphological, and…

cmp-lg · Computer Science 2016-08-31 Kemal Oflazer , Okan Yilmaz

One of the main tasks in argument mining is the retrieval of argumentative content pertaining to a given topic. Most previous work addressed this task by retrieving a relatively small number of relevant documents as the initial source for…

We present an accurate and interpretable method for answer extraction in machine reading comprehension that is reminiscent of case-based reasoning (CBR) from classical AI. Our method (CBR-MRC) builds upon the hypothesis that contextualized…

Computation and Language · Computer Science 2025-11-27 Dung Thai , Dhruv Agarwal , Mudit Chaudhary , Wenlong Zhao , Rajarshi Das , Manzil Zaheer , Jay-Yoon Lee , Hannaneh Hajishirzi , Andrew McCallum

Natural language processing for the Turkic language family, spoken by over 200 million people across Eurasia, remains fragmented, with most languages lacking unified tooling and resources. We present TurkicNLP, an open-source Python library…

Computation and Language · Computer Science 2026-05-25 Sherzod Hakimov

The increasing availability of corpora annotated for linguistic structure prompts the question: if we have the same texts, annotated for phrase structure under two different schemes, to what extent do the annotations agree on structuring…

cmp-lg · Computer Science 2008-02-03 Jo Calder

The task of Cross-document Coreference Resolution has been traditionally formulated as requiring to identify all coreference links across a given set of documents. We propose an appealing, and often more applicable, complementary set up for…

Computation and Language · Computer Science 2022-10-25 Alon Eirew , Avi Caciularu , Ido Dagan

Foundational Hebrew NLP tasks such as segmentation, tagging and parsing, have relied to date on various versions of the Hebrew Treebank (HTB, Sima'an et al. 2001). However, the data in HTB, a single-source newswire corpus, is now over 30…

Computation and Language · Computer Science 2022-10-19 Amir Zeldes , Nick Howell , Noam Ordan , Yifat Ben Moshe

Coreference resolution is the task of identifying and grouping mentions referring to the same real-world entity. Previous neural models have mainly focused on learning span representations and pairwise scores for coreference decisions.…

Computation and Language · Computer Science 2024-02-07 Elena Chistova , Ivan Smirnov