Search Results for author: Devansh Jain

Found 5 papers, 2 papers with code

SPLAT: A framework for optimised GPU code-generation for SParse reguLar ATtention

no code implementations23 Jul 2024 Ahan Gupta, Yueming Yuan, Devansh Jain, Yuhao Ge, David Aponte, Yanqi Zhou, Charith Mendis

We bridge this gap, achieving both generality and performance, by proposing a novel sparse format: affine-compressed-sparse-row (ACSR) and supporting code-generation scheme, SPLAT, that generates high-performance implementations for diverse sparse-MHSA patterns on GPUs.

Code Generation

PolygloToxicityPrompts: Multilingual Evaluation of Neural Toxic Degeneration in Large Language Models

2 code implementations15 May 2024 Devansh Jain, Priyanshu Kumar, Samuel Gehman, Xuhui Zhou, Thomas Hartvigsen, Maarten Sap

Recent advances in large language models (LLMs) have led to their extensive global deployment, and ensuring their safety calls for comprehensive and multilingual toxicity evaluations.

Benchmarking

GlobalFlowNet: Video Stabilization using Deep Distilled Global Motion Estimates

1 code implementation25 Oct 2022 Jerin Geo James, Devansh Jain, Ajit Rajwade

However, in this work, we introduce a more general representation scheme, which adapts any existing optical flow network to ignore the moving objects and obtain a spatially smooth approximation of the global motion between video frames.

Knowledge Distillation Video Stabilization

Distilling Hypernymy Relations from Language Models: On the Effectiveness of Zero-Shot Taxonomy Induction

no code implementations *SEM (NAACL) 2022 Devansh Jain, Luis Espinosa Anke

In this paper, we analyze zero-shot taxonomy learning methods which are based on distilling knowledge from language models via prompting and sentence scoring.

Sentence

A Study on the Efficiency of the Indian Stock Market

no code implementations2 Dec 2020 Devansh Jain, Manthan Patel, Aman Narsaria, Siddharth Malik

This study analyzes the weak form efficiency of the Indian Stock market based on the two major Indian stock exchanges, viz., BSE and NSE.

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