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Information Retrieval (IR) is an important application area of Natural Language Processing (NLP) where one encounters the genuine challenge of processing large quantities of unrestricted natural language text. While much effort has been…

cmp-lg · Computer Science 2008-02-03 Chengxiang Zhai

Recent large language models (LLMs) demonstrate impressive capabilities in handling long contexts, some exhibiting near-perfect recall on synthetic retrieval tasks. However, these evaluations have mainly focused on English text and involved…

Computation and Language · Computer Science 2024-10-15 Ameeta Agrawal , Andy Dang , Sina Bagheri Nezhad , Rhitabrat Pokharel , Russell Scheinberg

Automatic evaluation of translation remains a challenging task owing to the orthographic, morphological, syntactic and semantic richness and divergence observed across languages. String-based metrics such as BLEU have previously been…

Computation and Language · Computer Science 2025-09-23 Arafat Ahsan , Vandan Mujadia , Pruthwik Mishra , Yash Bhaskar , Dipti Misra Sharma

In this paper, we introduce Neural Information Retrieval resources for 11 widely spoken Indian Languages (Assamese, Bengali, Gujarati, Hindi, Kannada, Malayalam, Marathi, Oriya, Punjabi, Tamil, and Telugu) from two major Indian language…

Information Retrieval · Computer Science 2023-12-18 Saiful Haq , Ashutosh Sharma , Pushpak Bhattacharyya

In this paper, we describe SemEval-2013 Task 4: the definition, the data, the evaluation and the results. The task is to capture some of the meaning of English noun compounds via paraphrasing. Given a two-word noun compound, the…

Computation and Language · Computer Science 2019-11-26 Iris Hendrickx , Preslav Nakov , Stan Szpakowicz , Zornitsa Kozareva , Diarmuid Ó Séaghdha , Tony Veale

This paper presents our system for "TRAC 2018 Shared Task on Aggression Identification". Our best systems for the English dataset use a combination of lexical and semantic features. However, for Hindi data using only lexical features gave…

Computation and Language · Computer Science 2018-08-01 Niloofar Safi Samghabadi , Deepthi Mave , Sudipta Kar , Thamar Solorio

We present SemEval-2024 Task 10, a shared task centred on identifying emotions and finding the rationale behind their flips within monolingual English and Hindi-English code-mixed dialogues. This task comprises three distinct subtasks -…

Computation and Language · Computer Science 2024-03-01 Shivani Kumar , Md Shad Akhtar , Erik Cambria , Tanmoy Chakraborty

This paper presents Centre for Development of Advanced Computing Mumbai's (CDACM) submission to NLP Tools Contest on Statistical Machine Translation in Indian Languages (ILSMT) 2015 (collocated with ICON 2015). The aim of the contest was to…

Computation and Language · Computer Science 2016-10-26 Raj Nath Patel , Prakash B. Pimpale

Sentiment Analysis and other semantic tasks are commonly used for social media textual analysis to gauge public opinion and make sense from the noise on social media. The language used on social media not only commonly diverges from the…

Computation and Language · Computer Science 2019-06-19 Anirudh Dahiya , Neeraj Battan , Manish Shrivastava , Dipti Mishra Sharma

Cutting-edge LLMs have emerged as powerful tools for multilingual communication and understanding. However, LLMs perform worse in Common Sense Reasoning (CSR) tasks when prompted in low-resource languages (LRLs) like Hindi or Swahili…

Computation and Language · Computer Science 2025-08-19 Tanay Nagar , Grigorii Khvatskii , Anna Sokol , Nitesh V. Chawla

In this paper, we approach the problem of semantic search by framing the search task as paraphrase span detection, i.e. given a segment of text as a query phrase, the task is to identify its paraphrase in a given document, the same…

Computation and Language · Computer Science 2025-02-20 Jenna Kanerva , Hanna Kitti , Li-Hsin Chang , Teemu Vahtola , Mathias Creutz , Filip Ginter

Dialect Identification is a crucial task for localizing various Large Language Models. This paper outlines our approach to the VarDial 2023 shared task. Here we have to identify three or two dialects from three languages each which results…

Computation and Language · Computer Science 2023-03-29 Ankit Vaidya , Aditya Kane

Despite progress in comment-aware multimodal and multilingual summarization for English and Chinese, research in Indian languages remains limited. This study addresses this gap by introducing COSMMIC, a pioneering comment-sensitive…

Computation and Language · Computer Science 2025-06-19 Raghvendra Kumar , S. A. Mohammed Salman , Aryan Sahu , Tridib Nandi , Pragathi Y. P. , Sriparna Saha , Jose G. Moreno

Distantly Supervised Relation Extraction (DSRE) remains a long-standing challenge in NLP, where models must learn from noisy bag-level annotations while making sentence-level predictions. While existing state-of-the-art (SoTA) DSRE models…

Computation and Language · Computer Science 2025-10-22 Vipul Rathore , Malik Hammad Faisal , Parag Singla , Mausam

The rapid advancement of large language models (LLMs) necessitates evaluation frameworks that reflect real-world academic rigor and multilingual complexity. This paper introduces IndicEval, a scalable benchmarking platform designed to…

Computation and Language · Computer Science 2026-02-19 Saurabh Bharti , Gaurav Azad , Abhinaw Jagtap , Nachiket Tapas

Natural language processing is a prompt research area across the country. Parsing is one of the very crucial tool in language analysis system which aims to forecast the structural relationship among the words in a given sentence. Many…

Computation and Language · Computer Science 2014-03-26 K. Sureka , K. G. Srinivasagan , S. Suganthi

This paper presents the development of a speech synthesis system for the LIMMITS'24 Challenge, focusing primarily on Track 2. The objective of the challenge is to establish a multi-speaker, multi-lingual Indic Text-to-Speech system with…

Sound · Computer Science 2024-06-27 Xiaopeng Wang , Yi Lu , Xin Qi , Zhiyong Wang , Yuankun Xie , Shuchen Shi , Ruibo Fu

Cross-Language Information Retrieval (CLIR) has become an important problem to solve in the recent years due to the growth of content in multiple languages in the Web. One of the standard methods is to use query translation from source to…

Computation and Language · Computer Science 2016-08-05 Paheli Bhattacharya , Pawan Goyal , Sudeshna Sarkar

Cross-lingual retrieval aims to retrieve relevant text across languages. Current methods typically achieve cross-lingual retrieval by learning language-agnostic text representations in word or sentence level. However, how to learn phrase…

Computation and Language · Computer Science 2022-04-20 Heqi Zheng , Xiao Zhang , Zewen Chi , Heyan Huang , Tan Yan , Tian Lan , Wei Wei , Xian-Ling Mao

This paper presents Centre for Development of Advanced Computing Mumbai's (CDACM) submission to the NLP Tools Contest on Part-Of-Speech (POS) Tagging For Code-mixed Indian Social Media Text (POSCMISMT) 2015 (collocated with ICON 2015). We…

Computation and Language · Computer Science 2016-11-01 Prakash B. Pimpale , Raj Nath Patel