Search Results for author: Muskaan Singh

Found 18 papers, 10 papers with code

Hierarchical Multi-task learning framework for Isometric-Speech Language Translation

1 code implementation IWSLT (ACL) 2022 Aakash Bhatnagar, Nidhir Bhavsar, Muskaan Singh, Petr Motlicek

In this paper, we propose a hierarchical approach to generate isometric translation on MUST-C dataset, we achieve a BERTscore of 0. 85, a length ratio of 1. 087, a BLEU score of 42. 3, and a length range of 51. 03%.

Machine Translation Multi-Task Learning +1

Innovators @ SMM4H’22: An Ensembles Approach for self-reporting of COVID-19 Vaccination Status Tweets

1 code implementation SMM4H (COLING) 2022 Mohammad Zohair, Nidhir Bhavsar, Aakash Bhatnagar, Muskaan Singh

With the Surge in COVID-19, the number of social media postings related to the vaccine has grown, specifically tracing the confirmed reports by the users regarding the COVID-19 vaccine dose termed “Vaccine Surveillance.” To mitigate this research problem, we present our novel ensembled approach for self-reporting COVID-19 vaccination status tweets into two labels, namely “Vaccine Chatter” and “Self Report.” We utilize state-of-the-art models, namely BERT, RoBERTa, and XLNet.

Innovators@SMM4H’22: An Ensembles Approach for Stance and Premise Classification of COVID-19 Health Mandates Tweets

no code implementations SMM4H (COLING) 2022 Vatsal Savaliya, Aakash Bhatnagar, Nidhir Bhavsar, Muskaan Singh

This paper presents our submission for the Shared Task-2 of classification of stance and premise in tweets about health mandates related to COVID-19 at the Social Media Mining for Health 2022.

Classification Stance Detection +1

IDIAP Submission@LT-EDI-ACL2022 : Hope Speech Detection for Equality, Diversity and Inclusion

1 code implementation LTEDI (ACL) 2022 Muskaan Singh, Petr Motlicek

It reflects the belief to achieve an objective, discovers a new path, or become motivated to formulate pathways. In this paper we classify given a social media post, hope speech or not hope speech, using ensembled voting of BERT, ERNIE 2. 0 and RoBERTa for English language with 0. 54 macro F1-score (2^{st} rank).

Hope Speech Detection

Multimodality for NLP-Centered Applications: Resources, Advances and Frontiers

1 code implementation LREC 2022 Muskan Garg, Seema Wazarkar, Muskaan Singh, Ondřej Bojar

With the development of multimodal systems and natural language generation techniques, the resurgence of multimodal datasets has attracted significant research interests, which aims to provide new information to enrich the representation of textual data.

Text Generation

IDIAP Submission@LT-EDI-ACL2022: Detecting Signs of Depression from Social Media Text

no code implementations LTEDI (ACL) 2022 Muskaan Singh, Petr Motlicek

Given social media postings in English, the submitted system classify the signs of depression into three labels, namely “not depressed,” “moderately depressed,” and “severely depressed.” Our best model is ranked 3^{rd} position with 0. 54% accuracy .

Position

ALIGNMEET: A Comprehensive Tool for Meeting Annotation, Alignment, and Evaluation

no code implementations LREC 2022 Peter Polák, Muskaan Singh, Anna Nedoluzhko, Ondřej Bojar

To facilitate the research in this area, we present ALIGNMEET, a comprehensive tool for meeting annotation, alignment, and evaluation.

RerrFact: Reduced Evidence Retrieval Representations for Scientific Claim Verification

1 code implementation5 Feb 2022 Ashish Rana, Deepanshu Khanna, Tirthankar Ghosal, Muskaan Singh, Harpreet Singh, Prashant Singh Rana

Finally, we carry out two-step stance predictions that first differentiate non-relevant rationales and then identify supporting or refuting rationales for a given claim.

Benchmarking Binary Classification +3

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