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In-context learning (ICL) unfolds as large language models become capable of inferring test labels conditioned on a few labeled samples without any gradient update. ICL-enabled large language models provide a promising step forward toward…

Computation and Language · Computer Science 2023-06-27 Eshaan Tanwar , Subhabrata Dutta , Manish Borthakur , Tanmoy Chakraborty

As the NLP community increasingly addresses challenges associated with multilingualism, robust annotation tools are essential to handle multilingual datasets efficiently. In this paper, we introduce a code-mixed multilingual text annotation…

Computation and Language · Computer Science 2024-08-07 Rajvee Sheth , Shubh Nisar , Heenaben Prajapati , Himanshu Beniwal , Mayank Singh

Bilingual word lexicons are crucial tools for multilingual natural language understanding and machine translation tasks, as they facilitate the mapping of words in one language to their synonyms in another language. To achieve this,…

Computation and Language · Computer Science 2023-04-21 Ekaterina Artemova , Barbara Plank

Language Models (LMs) have been widely used in recommender systems to incorporate textual information of items into item IDs, leveraging their advanced language understanding and generation capabilities. Recently, generative recommender…

Information Retrieval · Computer Science 2026-04-28 Tongyoung Kim , Soojin Yoon , SeongKu Kang , Jinyoung Yeo , Dongha Lee

This paper introduces a novel aligner for Abstract Meaning Representation (AMR) graphs that can scale cross-lingually, and is thus capable of aligning units and spans in sentences of different languages. Our approach leverages modern…

Computation and Language · Computer Science 2023-06-21 Abelardo Carlos Martínez Lorenzo , Pere-Lluís Huguet Cabot , Roberto Navigli

The naive approach to annotation projection is not effective to project discourse annotations from one language to another because implicit discourse relations are often changed to explicit ones and vice-versa in the translation. In this…

Computation and Language · Computer Science 2017-07-21 Majid Laali , Leila Kosseim

The Annotation Graph Toolkit is a collection of software supporting the development of annotation tools based on the annotation graph model. The toolkit includes application programming interfaces for manipulating annotation graph data and…

Computation and Language · Computer Science 2007-05-23 Kazuaki Maeda , Steven Bird , Xiaoyi Ma , Haejoong Lee

The construction of high-quality parallel corpora for translation research has increasingly evolved from simple sentence alignment to complex, multi-layered annotation tasks. This methodological shift presents significant challenges for…

Computation and Language · Computer Science 2026-02-12 Baorong Huang , Ali Asiri

The Lumiere Project centers on harnessing probability and utility to provide assistance to computer software users. We review work on Bayesian user models that can be employed to infer a users needs by considering a user's background,…

Artificial Intelligence · Computer Science 2013-02-01 Eric J. Horvitz , John S. Breese , David Heckerman , David Hovel , Koos Rommelse

In this paper, we present an adaptive bitextual alignment system called AIlign. This aligner relies on sentence embeddings to extract reliable anchor points that can guide the alignment path, even for texts whose parallelism is fragmentary…

Computation and Language · Computer Science 2024-03-19 Olivier Kraif

The CLEARS (Computational Linguistics Education and Research for Semantics) tool provides a graphical interface allowing interactive construction of semantic representations in a variety of different formalisms, and using several…

cmp-lg · Computer Science 2008-02-03 David Milward , Karsten Konrad , Holger Maier , Manfred Pinkal

Bilingual lexicon induction (BLI) with limited bilingual supervision is a crucial yet challenging task in multilingual NLP. Current state-of-the-art BLI methods rely on the induction of cross-lingual word embeddings (CLWEs) to capture…

Computation and Language · Computer Science 2024-10-21 Yaoyiran Li , Fangyu Liu , Ivan Vulić , Anna Korhonen

Data discovery and preparation remain persistent bottlenecks in the data management lifecycle, especially when user intent is vague, evolving, or difficult to operationalize. The Pneuma Project introduces Pneuma-Seeker, a system that helps…

Databases · Computer Science 2026-01-08 Muhammad Imam Luthfi Balaka , Raul Castro Fernandez

The Annotation Graph Toolkit (AGTK) is a collection of software which facilitates development of linguistic annotation tools. AGTK provides a database interface which allows applications to use a database server for persistent storage. This…

Computation and Language · Computer Science 2007-05-23 Xiaoyi Ma , Haejoong Lee , Steven Bird , Kazuaki Maeda

Most recent approaches to bilingual dictionary induction find a linear alignment between the word vector spaces of two languages. We show that projecting the two languages onto a third, latent space, rather than directly onto each other,…

Computation and Language · Computer Science 2020-01-09 Yova Kementchedjhieva , Sebastian Ruder , Ryan Cotterell , Anders Søgaard

Our research aims at better understanding what makes a text difficult to read for specific audiences with intellectual disabilities, more specifically, people who have limitations in cognitive functioning, such as reading and understanding…

Computation and Language · Computer Science 2025-01-06 Nouran Khallaf , Carlo Eugeni , Serge Sharoff

Professional translators often dictate their translations orally and have them typed afterwards. The TransTalk project aims at automating the second part of this process. Its originality as a dictation system lies in the fact that both the…

Code-switching presents a complex challenge for syntactic analysis, especially in low-resource language settings where annotated data is scarce. While recent work has explored the use of large language models (LLMs) for sequence-level…

Computation and Language · Computer Science 2025-06-10 Olga Kellert , Nemika Tyagi , Muhammad Imran , Nelvin Licona-Guevara , Carlos Gómez-Rodríguez

We present DualNER, a simple and effective framework to make full use of both annotated source language corpus and unlabeled target language text for zero-shot cross-lingual named entity recognition (NER). In particular, we combine two…

Computation and Language · Computer Science 2022-12-13 Jiali Zeng , Yufan Jiang , Yongjing Yin , Xu Wang , Binghuai Lin , Yunbo Cao

Bidirectional transformations between different data representations occur frequently in modern software systems. They appear as serializers and deserializers, as database views and view updaters, and more. Manually building bidirectional…

Programming Languages · Computer Science 2017-10-11 Anders Miltner , Kathleen Fisher , Benjamin C. Pierce , David Walker , Steve Zdancewic