Search Results for author: Amar Prakash Azad

Found 9 papers, 4 papers with code

KITLM: Domain-Specific Knowledge InTegration into Language Models for Question Answering

1 code implementation7 Aug 2023 Ankush Agarwal, Sakharam Gawade, Amar Prakash Azad, Pushpak Bhattacharyya

Our research contributes to advancing the field of domain-specific language understanding and showcases the potential of knowledge infusion techniques in improving the performance of language models on question-answering.

Language Modelling Multi-hop Question Answering +1

Let the CAT out of the bag: Contrastive Attributed explanations for Text

no code implementations16 Sep 2021 Saneem Chemmengath, Amar Prakash Azad, Ronny Luss, Amit Dhurandhar

Contrastive explanations for understanding the behavior of black box models has gained a lot of attention recently as they provide potential for recourse.

Attribute Language Modelling

Picking Pearl From Seabed: Extracting Artefacts from Noisy Issue Triaging Collaborative Conversations for Hybrid Cloud Services

no code implementations31 May 2021 Amar Prakash Azad, Supriyo Ghosh, Ajay Gupta, Harshit Kumar, Prateeti Mohapatra

We propose a combination of unsupervised and supervised model with minimum human intervention that leverages domain knowledge to predict artefacts for a small amount of conversation data and use that for fine-tuning an already pretrained language model for artefact prediction on a large amount of conversation data.

Language Modelling

No Rumours Please! A Multi-Indic-Lingual Approach for COVID Fake-Tweet Detection

1 code implementation14 Oct 2020 Debanjana Kar, Mohit Bhardwaj, Suranjana Samanta, Amar Prakash Azad

Towards this, we propose an approach to detect fake news about COVID-19 early on from social media, such as tweets, for multiple Indic-Languages besides English.

Fake News Detection Misinformation +2

Meta-Context Transformers for Domain-Specific Response Generation

1 code implementation12 Oct 2020 Debanjana Kar, Suranjana Samanta, Amar Prakash Azad

Though these models have exhibited excellent language coherence, they often lack relevance and terms when used for domain-specific response generation.

Dialogue Generation Language Modelling +3

Carbon to Diamond: An Incident Remediation Assistant System From Site Reliability Engineers' Conversations in Hybrid Cloud Operations

no code implementations12 Oct 2020 Suranjana Samanta, Ajay Gupta, Prateeti Mohapatra, Amar Prakash Azad

Identifying segmented conversations and extracting key insights or artefacts from them can help engineers to improve the efficiency of the incident remediation process by using information retrieval mechanisms for similar incidents.

Information Retrieval Management +1

Collective Learning From Diverse Datasets for Entity Typing in the Wild

no code implementations20 Oct 2018 Abhishek Abhishek, Amar Prakash Azad, Balaji Ganesan, Ashish Anand, Amit Awekar

The CLF first creates a unified hierarchical label set (UHLS) and a label mapping by aggregating label information from all available datasets.

Entity Typing Sentence

Deep Domain Adaptation under Deep Label Scarcity

no code implementations20 Sep 2018 Amar Prakash Azad, Dinesh Garg, Priyanka Agrawal, Arun Kumar

The goal behind Domain Adaptation (DA) is to leverage the labeled examples from a source domain so as to infer an accurate model in a target domain where labels are not available or in scarce at the best.

Domain Adaptation Transductive Learning

Unsupervised Controllable Text Formalization

1 code implementation10 Sep 2018 Parag Jain, Abhijit Mishra, Amar Prakash Azad, Karthik Sankaranarayanan

We propose a novel framework for controllable natural language transformation.

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